import pandas as pd
import numpy as np
from tqdm.notebook import tqdm
from bs4 import BeautifulSoup
import re
from pymorphy2 import MorphAnalyzer
import nltk
from nltk.corpus import stopwords
from nltk.stem import WordNetLemmatizer
from sklearn.preprocessing import StandardScaler
from sklearn.model_selection import GroupKFold
from sklearn.model_selection import StratifiedKFold
from sklearn.model_selection import cross_val_score
from sklearn.metrics import f1_score
from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.metrics import pairwise_distances
from sklearn.linear_model import LogisticRegressionCV, LogisticRegression
import xgboost as xgb
from sklearn.svm import SVC
from sklearn.neighbors import KNeighborsClassifier
from sklearn.neural_network import MLPClassifier
from sklearn.discriminant_analysis import QuadraticDiscriminantAnalysis
import lightgbm as lgb
nltk.download('stopwords')
nltk.download('wordnet')
stopwords_ru = stopwords.words("russian")
stopwords_en = stopwords.words("english")
patterns = '[^A-Za-zА-Яа-я]'
morph = MorphAnalyzer()
lemmatizer = WordNetLemmatizer()
def is_russian(word):
for ch in word:
if ord('а') <= ord(ch) <= ord('я'):
return True
return False
def lemmatize(text):
text = re.sub(patterns, ' ', text)
tokens = []
for token in text.split():
token = token.strip().lower()
is_rus = is_russian(token)
if len(token) > 1 and is_rus and token not in stopwords_ru:
token = morph.normal_forms(token)[0]
tokens.append(token)
elif not is_rus and len(token) > 1 and token not in stopwords_en:
token = lemmatizer.lemmatize(token)
tokens.append(token)
return tokens
parsed_data = {}
with open('data/docs_titles.tsv', 'r') as docs_titles:
for num_line, line in tqdm(enumerate(docs_titles)):
if num_line == 0:
continue
data = line.strip().split('\t', 1)
doc_id = int(data[0])
if len(data) == 1:
title_tokens = ['']
else:
title_tokens = lemmatize(data[1])
with open('data/content/' + str(doc_id) + '.dat', 'r') as content:
content.readline()
soup = BeautifulSoup(content.read(), "lxml")
for script in soup(['script', 'style']):
script.extract()
text = soup.get_text(separator=' ')
content_tokens = lemmatize(text)
parsed_data[doc_id] = (' '.join(title_tokens), ' '.join(content_tokens))
doc_count = num_line
print(doc_count)
df_parsed_data = pd.DataFrame.from_dict(parsed_data, orient='index', columns=['title', 'text'])
df_parsed_data.head()
df_parsed_data.shape
df_parsed_data.to_csv('parsed_data_1.csv', index=True, index_label='doc_id')
def vector_process(x, n):
h = len(x) / n
ret = np.zeros(n)
for j in range(n):
ret[j] = np.mean(x[int(np.floor(j * h)): int(np.ceil((j + 1) * h))])
return ret
N_title = 20
N_content = 25
# N_features = 40
stop_words = ['ru', 'http', 'https', 'com', 'www']
ngram_range = (1, 2)
max_df=0.95
min_df=3
def extract_features(df_groups, df_data, return_target=False):
groups_data = {}
for i in tqdm(range(len(df_groups))):
new_doc = df_groups.iloc[i]
group_id = new_doc['group_id']
doc_id = new_doc['doc_id']
if return_target:
target = new_doc['target']
doc_data = df_data[df_data.doc_id == doc_id]
doc_data = doc_data.iloc[0]
title = str(doc_data['title'])
content = str(doc_data['text'])
if group_id not in groups_data:
groups_data[group_id] = []
if return_target:
groups_data[group_id].append((doc_id, title, content, target))
else:
groups_data[group_id].append((doc_id, title, content))
y = []
groups = []
# top title/content length intersections,
# length title/content,
# abs(mean_by_group(len_content_intersect) - len_content_intersect)
# abs(mean_by_group(len_title_intersect) - len_title_intersect)
X_1 = []
for new_group in tqdm(groups_data):
mean_content_intersect = []
mean_title_intersect = []
docs = groups_data[new_group]
for k, doc in enumerate(docs):
groups.append(new_group)
if return_target:
y.append(doc[-1])
title = doc[1]
content = doc[2]
title_intersections = []
content_intersections = []
title_words = set(title.strip().split())
len_title = len(title_words)
content_words = set(content.strip().split())
len_content = len(content_words)
for j in range(0, len(docs)):
if k == j:
continue
title_j = docs[j][1]
content_j = docs[j][2]
title_words_j = set(title_j.strip().split())
content_words_j = set(content_j.strip().split())
title_intersect_len = len(title_words.intersection(title_words_j))
title_union_len = len(title_words_j) + len_title - title_intersect_len
title_intersections.append(title_intersect_len / title_union_len)
content_intersect_len = len(content_words.intersection(content_words_j))
content_union_len = len(content_words_j) + len_content - content_intersect_len
content_intersections.append(content_intersect_len / content_union_len)
title_features = np.zeros(N_title)
tmp = list(sorted(title_intersections, reverse=True)[0:N_title])
title_features[:len(tmp)] = tmp
content_features = np.zeros(N_content)
tmp = list(sorted(content_intersections, reverse=True)[0:N_content])
content_features[:len(tmp)] = tmp
#content_features = np.array(vector_process(list(sorted(content_intersections, reverse=True)), N_features))
len_features = np.zeros(2)
len_features[0] = len(title.strip().split())
len_features[1] = np.log(len(content.strip().split()))
mean_content_intersection_feature = np.array([np.mean(content_intersections)])
mean_title_intersection_feature = np.array([np.mean(title_intersections)])
mean_content_intersect.append(mean_content_intersection_feature[0])
mean_title_intersect.append(mean_title_intersection_feature[0])
group_size_feature = np.array([len(docs)])
X_1.append(np.concatenate((title_features,
content_features,
len_features,
group_size_feature,
mean_content_intersection_feature,
mean_title_intersection_feature), axis=0))
mean_content_intersect_by_group = np.mean(mean_content_intersect)
mean_title_intersect_by_group = np.mean(mean_title_intersect)
for x in X_1[-len(docs):]:
x[-2] = np.abs(mean_content_intersect_by_group - x[-2])
x[-1] = np.abs(mean_title_intersect_by_group - x[-1])
X_1 = np.array(X_1)
y = np.array(y)
groups = np.array(groups)
# Tfidf features
X_2 = []
for group_id in tqdm(groups_data):
corpus = []
for doc in groups_data[group_id]:
corpus.append(doc[2])
vectorizer = TfidfVectorizer(stop_words=stop_words, ngram_range=ngram_range, max_df=max_df, min_df=min_df)
tfidf_vectors = vectorizer.fit_transform(corpus)
pairwise_dist = pairwise_distances(tfidf_vectors, metric='cosine', n_jobs=-1)
for dist_vector in pairwise_dist:
dist_vector = np.sort(dist_vector)
X_2.append(dist_vector[1:26])
X_2 = np.asarray(X_2)
X = np.concatenate((X_1, X_2), axis=1)
if return_target:
return (groups, X, y)
return (groups, X)
df_train_groups = pd.read_csv('data/train_groups.csv')
# lemmatize tokens
df_parsed_data = pd.read_csv('parsed_data_1.csv')
# stemmatize tokens
# df_parsed_data = pd.read_csv('raw_texts.csv')
df_parsed_data.tail()
| doc_id | title | text | |
|---|---|---|---|
| 28021 | 16637 | ответ mail ru полезно кушать творог утро худет... | ответ mail ru полезно кушать творог утро худет... |
| 28022 | 16759 | творог полезный свойство лечение творог женски... | творог полезный свойство лечение творог женски... |
| 28023 | 15358 | творог полезный опасный свойство творог | творог полезный опасный свойство творог присое... |
| 28024 | 17287 | ответ mail ru полезный творог | ответ mail ru полезный творог mail ru почта ми... |
| 28025 | 16026 | творог польза вред выбирать продукт jv ru фитн... | творог польза вред выбирать продукт jv ru фитн... |
groups_train, X_train, y_train = extract_features(df_train_groups, df_parsed_data, return_target=True)
print(groups_train.shape, X_train.shape, y_train.shape)
(11690,) (11690, 75) (11690,)
X_train_src = np.array(X_train)
X_train = np.array(X_train_src)
X_train.shape
(11690, 75)
scaler = StandardScaler()
X_train = scaler.fit_transform(X_train)
df_test_groups = pd.read_csv('data/test_groups.csv')
groups_test, X_test = extract_features(df_test_groups, df_parsed_data, return_target=False)
print(groups_test.shape, X_test.shape)
(16627,) (16627, 75)
X_test_src = np.array(X_test)
X_test = scaler.transform(X_test)
Валидация
n_splits = 5
cv = GroupKFold(n_splits=n_splits)
cv_gen = cv.split(X_train, y_train, groups_train)
clf_logreg = LogisticRegressionCV(cv=cv_gen, scoring='f1', n_jobs=-1, max_iter=500, Cs=100)
clf_logreg.fit(X_train, y_train)
mean_scores = np.mean(clf_logreg.scores_[1], axis=0)
mean_scores
array([0.57251868, 0.58033796, 0.59073517, 0.60010451, 0.60622284,
0.61346431, 0.61942043, 0.62346059, 0.62722561, 0.62842465,
0.63084637, 0.63330728, 0.63653556, 0.63717716, 0.63882454,
0.64095818, 0.64268425, 0.64333992, 0.6465891 , 0.64861666,
0.64987049, 0.65051561, 0.65234122, 0.65513552, 0.65638915,
0.65666575, 0.65676318, 0.65585781, 0.6572287 , 0.65784254,
0.65773739, 0.65809033, 0.65813367, 0.65710569, 0.65722715,
0.6590217 , 0.65837226, 0.65948567, 0.66033412, 0.66153731,
0.66147893, 0.66204135, 0.66135648, 0.66128 , 0.66050625,
0.66135283, 0.66190882, 0.66165002, 0.66160951, 0.66213237,
0.66175979, 0.66149573, 0.6611123 , 0.66211917, 0.66237861,
0.66173267, 0.66148062, 0.6609774 , 0.66052182, 0.66066 ,
0.66077998, 0.66101737, 0.66077745, 0.6609249 , 0.66060933,
0.66075678, 0.66070174, 0.66055411, 0.66055411, 0.66055411,
0.66055411, 0.66103879, 0.66103879, 0.66103879, 0.66096288,
0.66096288, 0.66096288, 0.66096288, 0.66096288, 0.66096288,
0.66096288, 0.66111051, 0.66078316, 0.66063536, 0.66063536,
0.66063536, 0.66063536, 0.66086782, 0.66063536, 0.66086782,
0.66086782, 0.66086782, 0.66086782, 0.66086782, 0.66086782,
0.66086782, 0.66086782, 0.66086782, 0.66086782, 0.66086782])
np.max(mean_scores, axis=-1)
0.662378608221785
Предсказание
y_pred = clf_logreg.predict(X_test)
y_pred.shape
np.unique(y_pred, return_counts=True)
submission = pd.DataFrame({'pair_id': df_test_groups.pair_id, 'target': y_pred.astype(np.int32)})
submission = submission.set_index(['pair_id'])
submission.head()
submission.to_csv('LogReg1.csv')
Валидация
param = {'learning_rate': 0.3,
'max_depth': 4,
'max_leaves': 4,
'subsample': 0.9,
'colsample_bytree': 1,
'reg_alpha': 50,
'reg_lambda': 100,
'booster': 'gbtree', #gbtree, dart
'objective': 'binary:logistic',
'eval_metric': 'logloss'}
cv = GroupKFold(n_splits=5)
scores = []
for train, val in cv.split(X_train, y_train, groups_train):
dtrain = xgb.DMatrix(X_train[train], label=y_train[train])
bst = xgb.train(param, dtrain, 40)
dval = xgb.DMatrix(X_train[val])
y_pred = bst.predict(dval)
threshold = 0.38
y_pred[y_pred >= threshold] = 1
y_pred[y_pred < threshold] = 0
y_pred = y_pred.astype(np.int)
scores.append(f1_score(y_true=y_train[val], y_pred=y_pred))
scores
[0.6983240223463687, 0.6269982238010657, 0.7901938426453821, 0.7563527653213752, 0.8052631578947369]
np.mean(scores)
0.7354264024017857
threshold = 0.345
n_estimators = 26
Подбор параметров
n_splits = 5
def validate(params, X, y, groups, threshold=0.35):
f_score = np.zeros(n_splits)
kf = GroupKFold(n_splits)
for i, (idxs_train, idxs_val) in enumerate(kf.split(X, y, groups)):
dtrain = xgb.DMatrix(X_train[idxs_train], label=y_train[idxs_train])
bst = xgb.train(params, dtrain, n_estimators)
dval = xgb.DMatrix(X_train[idxs_val])
y_pred = bst.predict(dval)
y_pred[y_pred >= threshold] = 1
y_pred[y_pred < threshold] = 0
y_pred = y_pred.astype(np.int)
f_score[i] = f1_score(y[idxs_val], y_pred)
return f_score.mean()
fixed_params = {
'objective': 'binary:logistic',
'eval_metric': 'logloss',
'booster': 'gbtree', #gbtree
}
grid_params = {
'threshold': np.linspace(0.3, 0.6, 20),
"learning_rate": np.linspace(0.0001, 1.0, num=50),
("max_depth", "max_leaves"): (range(3, 6), range(4, 40, 2)),
("subsample", "colsample_bytree"): (np.linspace(0.6, 1.0, num=10),np.linspace(0.6, 1.0, num=10)),
("reg_alpha", "reg_lambda"): ([0, 0.05, 0.1, 0.5, 1, 5, 10, 50, 90, 100, 120, 150, 500],
[0, 0.05, 0.1, 0.5, 1, 5, 10, 50, 90, 100, 120, 150, 500]),
}
params = {
"learning_rate": 0.1,
"max_depth": 4,
"max_leaves": 9,
"subsample": 0.85,
"colsample_bytree": 1.,
"reg_alpha": 0.1,
"reg_lambda": 100,
}
score = []
for alpha in tqdm(grid_params["learning_rate"]):
pp = params.copy()
pp.update(fixed_params)
pp["learning_rate"] = alpha
score.append(validate(pp, X_train, y_train, groups_train))
print(score[-1])
params["learning_rate"] = grid_params["learning_rate"][np.argmax(score)]
max_score = np.max(score)
print(f"Best learning rate {params['learning_rate']} with score {max_score}")
0.689603623441699 0.696790435671935 0.7050398281010961 0.7053820925064547 0.7103773540299806 0.7111518434878996 0.7081635037928495 0.7138080757623069 0.7137227730598493 0.7131352908027926 0.7068083705397409 0.7096240595070001 0.7051841386539357 0.7067672580500564 0.7043189856156318 0.7006242976490199 0.7005419582021073 0.7023361071928083 0.6923485362761588 0.6982259859521033 0.6944924213069165 0.6946506420575529 0.6956736392067665 0.6944397527600238 0.6928458703612952 0.6829823932846609 0.6738149779852336 0.6810268066936257 0.686136616241269 0.6767427475187385 0.6806575954201336 0.6741774706246344 0.6736664467497142 0.6720453435097877 0.6784826579515058 0.6702200090630728 0.6720116742813124 0.6758272508378631 0.6667941737996721 0.6693054369591218 0.6724196719663318 0.6633754814248759 0.6615233817553776 0.6682706997905059 0.6567166434559295 0.6545484445430371 0.666830037825994 0.6561416514767932 0.6515138305837673 0.6473039629778603 Best learning rate 0.14294285714285712 with score 0.7138080757623069
max_depths, num_leavess = grid_params[("max_depth", "max_leaves")]
score = []
for max_depth in tqdm(max_depths):
for num_leaves in num_leavess:
if num_leaves > 2 ** max_depth:
break
pp = params.copy()
pp.update(fixed_params)
pp["max_depth"] = max_depth
pp["max_leaves"] = num_leaves
score.append((max_depth, num_leaves, validate(pp, X_train, y_train, groups_train)))
print(score[-1])
best_max_depth, best_num_leaves, best_score = max(score, key=lambda x: x[2])
params['max_depth'] = best_max_depth
params['max_leaves'] = best_num_leaves
print(f"Best max_depth {params['max_depth']}, max_leaves {params['max_leaves']} with score {best_score}")
(3, 4, 0.7108904425712608) (3, 5, 0.7108904425712608) (3, 6, 0.7108904425712608) (3, 7, 0.7108904425712608) (3, 8, 0.7108904425712608) (4, 4, 0.7138080757623069) (4, 5, 0.7138080757623069) (4, 6, 0.7138080757623069) (4, 7, 0.7138080757623069) (4, 8, 0.7138080757623069) (4, 9, 0.7138080757623069) (4, 10, 0.7138080757623069) (4, 11, 0.7138080757623069) (4, 12, 0.7138080757623069) (4, 13, 0.7138080757623069) (4, 14, 0.7138080757623069) (4, 15, 0.7138080757623069) (4, 16, 0.7138080757623069) (5, 4, 0.7135966636806402) (5, 5, 0.7135966636806402) (5, 6, 0.7135966636806402) (5, 7, 0.7135966636806402) (5, 8, 0.7135966636806402) (5, 9, 0.7135966636806402) (5, 10, 0.7135966636806402) (5, 11, 0.7135966636806402) (5, 12, 0.7135966636806402) (5, 13, 0.7135966636806402) (5, 14, 0.7135966636806402) (5, 15, 0.7135966636806402) (5, 16, 0.7135966636806402) (5, 17, 0.7135966636806402) (5, 18, 0.7135966636806402) (5, 19, 0.7135966636806402) (5, 20, 0.7135966636806402) (5, 21, 0.7135966636806402) (5, 22, 0.7135966636806402) (5, 23, 0.7135966636806402) (5, 24, 0.7135966636806402) (5, 25, 0.7135966636806402) (5, 26, 0.7135966636806402) (5, 27, 0.7135966636806402) (5, 28, 0.7135966636806402) (5, 29, 0.7135966636806402) (5, 30, 0.7135966636806402) (5, 31, 0.7135966636806402) (5, 32, 0.7135966636806402) Best max_depth 4, max_leaves 4 with score 0.7138080757623069
bagging_fractions, feature_fractions = grid_params[("subsample", "colsample_bytree")]
score = []
for bagging_fraction in tqdm(bagging_fractions):
for feature_fraction in feature_fractions:
pp = params.copy()
pp.update(fixed_params)
pp["subsample"] = bagging_fraction
pp["colsample_bytree"] = feature_fraction
score.append((bagging_fraction, feature_fraction, validate(pp, X_train, y_train, groups_train)))
print(score[-1])
best_bagging_fraction, best_feature_fraction, best_score = max(score, key=lambda x: x[2])
params['subsample'] = best_bagging_fraction
params['colsample_bytree'] = best_feature_fraction
print(f"Best subsample {params['subsample']}, colsample_bytree {params['colsample_bytree']} with score {best_score}")
Best subsample 0.6666666666666666, colsample_bytree 0.6684210526315789 with score 0.7185779327896118
l1_lambdas, l2_lambdas = grid_params[("reg_alpha", "reg_lambda")]
score = []
for l1_lambda in tqdm(l1_lambdas):
for l2_lambda in l2_lambdas:
pp = params.copy()
pp.update(fixed_params)
pp["reg_alpha"] = l1_lambda
pp["reg_lambda"] = l2_lambda
score.append((l1_lambda, l2_lambda, validate(pp, X_train, y_train, groups_train)))
print(score[-1])
best_l1_lambda, best_l2_lambda, best_score = max(score, key=lambda x: x[2])
params['reg_alpha'] = best_l1_lambda
params['reg_lambda'] = best_l2_lambda
print(f"Best reg_alpha {params['reg_alpha']}, reg_lambda {params['reg_lambda']} with score {best_score}")
(0, 0, 0.7185779327896118) (0, 0.05, 0.7141773777187559) (0, 0.1, 0.7113068225264103) (0, 0.5, 0.7133331592098231) (0, 1, 0.7154954259736056) (0, 5, 0.7166267172618546) (0, 10, 0.7168381736120447) (0, 50, 0.7079088309512491) (0, 100, 0.7083024125380882) (0, 150, 0.7065276795014034) (0, 500, 0.7008495042286773) (0.05, 0, 0.7115872894443581) (0.05, 0.05, 0.7158087686322941) (0.05, 0.1, 0.713202362625901) (0.05, 0.5, 0.7172849789255871) (0.05, 1, 0.7132993505373622) (0.05, 5, 0.7127116500971891) (0.05, 10, 0.7196537735878901) (0.05, 50, 0.7074649428314914) (0.05, 100, 0.7099651699957936) (0.05, 150, 0.7065276795014034) (0.05, 500, 0.7008967181237914) (0.1, 0, 0.7108134106818846) (0.1, 0.05, 0.7123229808976447) (0.1, 0.1, 0.7121569565553013) (0.1, 0.5, 0.7182270565914046) (0.1, 1, 0.7137171014218657) (0.1, 5, 0.714504250523057) (0.1, 10, 0.7155740923439379) (0.1, 50, 0.7069564141941493) (0.1, 100, 0.7099651699957936) (0.1, 150, 0.7064104016534649) (0.1, 500, 0.7008042585649533) (0.5, 0, 0.7147993583170579) (0.5, 0.05, 0.7159936217132948) (0.5, 0.1, 0.7136334537417308) (0.5, 0.5, 0.7121549974047927) (0.5, 1, 0.7112201380687918) (0.5, 5, 0.7124628047650856) (0.5, 10, 0.7150350419919842) (0.5, 50, 0.7077453194407436) (0.5, 100, 0.7097294941181185) (0.5, 150, 0.7056003475611237) (0.5, 500, 0.69974665865845) (1, 0, 0.7123906350612764) (1, 0.05, 0.7080173779977555) (1, 0.1, 0.712431056576627) (1, 0.5, 0.7114730583720201) (1, 1, 0.7126127858903256) (1, 5, 0.7129423381765216) (1, 10, 0.7166988885601528) (1, 50, 0.7098927223454821) (1, 100, 0.7094004626568037) (1, 150, 0.7066955616195718) (1, 500, 0.7011433850511632) (5, 0, 0.7176382749954985) (5, 0.05, 0.7188681025680099) (5, 0.1, 0.7139959578560313) (5, 0.5, 0.7120448070002572) (5, 1, 0.7165981927353396) (5, 5, 0.7154209297840559) (5, 10, 0.7152109059445486) (5, 50, 0.7128162150053194) (5, 100, 0.7065473323883588) (5, 150, 0.7085708226484209) (5, 500, 0.6984058757283674) (10, 0, 0.7153701542398798) (10, 0.05, 0.7150873328362302) (10, 0.1, 0.7147186964839335) (10, 0.5, 0.7115827228719545) (10, 1, 0.7106487662452354) (10, 5, 0.709253041811996) (10, 10, 0.7132807367131075) (10, 50, 0.7095799739358536) (10, 100, 0.7059595731849783) (10, 150, 0.7084990780185765) (10, 500, 0.7002799368815658) (50, 0, 0.7072451345505874) (50, 0.05, 0.7073670397784463) (50, 0.1, 0.7073670397784463) (50, 0.5, 0.7070218039423011) (50, 1, 0.7074641457445008) (50, 5, 0.707486982974156) (50, 10, 0.7066297897559941) (50, 50, 0.7030061910464692) (50, 100, 0.7042144851183908) (50, 150, 0.7026141728963701) (50, 500, 0.6965008884243786) (100, 0, 0.7024841677255054) (100, 0.05, 0.7024841677255054) (100, 0.1, 0.7023413058205847) (100, 0.5, 0.7023413058205847) (100, 1, 0.7028941426371283) (100, 5, 0.7014310201293524) (100, 10, 0.7020473058807881) (100, 50, 0.7013518356675504) (100, 100, 0.705116142337452) (100, 150, 0.700423964561742) (100, 500, 0.6959501097189397) (150, 0, 0.6970018699019982) (150, 0.05, 0.6970018699019982) (150, 0.1, 0.6970018699019982) (150, 0.5, 0.6980287645411267) (150, 1, 0.6974885130636623) (150, 5, 0.6964966659915124) (150, 10, 0.6977130557732997) (150, 50, 0.6994604042126276) (150, 100, 0.6961063133020617) (150, 150, 0.6967072397867011) (150, 500, 0.6950273745616927) (500, 0, 0.6410713947470444) (500, 0.05, 0.6410713947470444) (500, 0.1, 0.6410713947470444) (500, 0.5, 0.6410713947470444) (500, 1, 0.6410709352330953) (500, 5, 0.6415867134118984) (500, 10, 0.6414848396102327) (500, 50, 0.6429843863570334) (500, 100, 0.6427688881574402) (500, 150, 0.646385451102014) (500, 500, 0.6486457955771212) Best reg_alpha 0.05, reg_lambda 10 with score 0.7196537735878901
thresholds = grid_params['threshold']
score = []
for threshold in tqdm(thresholds):
pp = params.copy()
pp.update(fixed_params)
score.append(validate(pp, X_train, y_train, groups_train, threshold=threshold))
print(score[-1])
best_threshold = grid_params["threshold"][np.argmax(score)]
max_score = np.max(score)
print(f"Best threshold {best_threshold} with score {max_score}")
0.7263819856167941 0.7288254902525245 0.7294781701225146 0.7291084102968577 0.7308562450975279 0.7322042964154474 0.7338227408269565 0.7337123094103889 0.7339829890720615 0.7348103440911253 0.7346168761832922 0.7339625522588452 0.7317715924423756 0.7295749876774452 0.7277961269288775 0.7274451820337456 0.7266088680013167 0.7247258247704491 0.7213710233944347 0.7196537735878901 Best threshold 0.39473684210526316 with score 0.7348103440911253
best_threshold = 0.39
params
{'learning_rate': 0.14294285714285712,
'max_depth': 4,
'max_leaves': 4,
'subsample': 0.6666666666666666,
'colsample_bytree': 0.6684210526315789,
'reg_alpha': 0.05,
'reg_lambda': 10}
Предсказание
param = {'learning_rate': 0.3,
'max_depth': 4,
'max_leaves': 4,
'subsample': 0.9,
'colsample_bytree': 1,
'reg_alpha': 50,
'reg_lambda': 100,
'booster': 'gbtree', #gbtree, dart
'objective': 'binary:logistic',
'eval_metric': 'logloss'}
n_estimators = 40
threshold = 0.38
dtrain = xgb.DMatrix(X_train, label=y_train)
bst = xgb.train(param, dtrain, n_estimators)
dtest = xgb.DMatrix(X_test)
y_pred = bst.predict(dtest)
y_pred[y_pred >= threshold] = 1
y_pred[y_pred < threshold] = 0
y_pred = y_pred.astype(np.int)
y_pred.shape
np.unique(y_pred, return_counts=True)
submission = pd.DataFrame({'pair_id': df_test_groups.pair_id, 'target': y_pred.astype(np.int32)})
submission = submission.set_index(['pair_id'])
submission.head()
submission.to_csv('XGBoost3.csv')
Подбор параметров для бустинга
n_splits = 5
def lgbm_f1_score(y_pred, data):
y_true = data.get_label()
y_pred = np.where(y_pred < 0.5, 0, 1)
return "f1_score", f1_score(y_true, y_pred), True
def validate(params, X, y, groups, threshold=0.4):
f_score = np.zeros(n_splits)
kf = GroupKFold(n_splits)
for i, (idxs_train, idxs_val) in enumerate(kf.split(X, y, groups)):
train_set = lgb.Dataset(X[idxs_train], y[idxs_train])
val_set = lgb.Dataset(X[idxs_val], y[idxs_val])
model = lgb.train(params, train_set, verbose_eval=10,
valid_sets=[train_set, val_set], feval=lgbm_f1_score)
y_pred = model.predict(X[idxs_val])
y_pred = np.where(y_pred < threshold, 0, 1)
f_score[i] = f1_score(y[idxs_val], y_pred)
return f_score.mean()
fixed_params = {
"objective": "binary",
"metric": None,
"is_unbalance": True,
"boosting": "gbdt",
"num_boost_round": 36,
"early_stopping_rounds": 30,
"bagging_freq": 1,
"n_jobs": -1,
"verbose": -1,
"seed": 42,
}
Подбор параметров
grid_params = {
'threshold': np.linspace(0.3, 0.5, 20),
"learning_rate": np.linspace(0.0001, 1.0, num=50),
("max_depth", "num_leaves"): (range(3, 6), range(4, 60)),
("bagging_fraction", "feature_fraction"): (np.linspace(0.5, 1.0, num=10),np.linspace(0.1, 1.0, num=20)),
("lambda_l1", "lambda_l2"): ([0, 0.05, 0.1, 0.5, 1, 5, 10, 50, 100, 150, 500],
[0, 0.05, 0.1, 0.5, 1, 5, 10, 50, 100, 150, 500]),
}
params = {
"learning_rate": 0.1,
"max_depth": 4,
"num_leaves": 9,
"bagging_fraction": 0.85,
"feature_fraction": 1.,
"lambda_l1": 0,
"lambda_l2": 0,
}
score = []
for alpha in grid_params["learning_rate"]:
pp = params.copy()
pp.update(fixed_params)
pp["learning_rate"] = alpha
score.append(validate(pp, X_train, y_train, groups_train))
params["learning_rate"] = grid_params["learning_rate"][np.argmax(score)]
max_score = np.max(score)
print(f"Best learning rate {params['learning_rate']} with score {max_score}")
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.617449 training's f1_score: 0 valid_1's binary_logloss: 0.53277 valid_1's f1_score: 0 [20] training's binary_logloss: 0.616959 training's f1_score: 0 valid_1's binary_logloss: 0.532433 valid_1's f1_score: 0 [30] training's binary_logloss: 0.61647 training's f1_score: 0 valid_1's binary_logloss: 0.532101 valid_1's f1_score: 0 Early stopping, best iteration is: [1] training's binary_logloss: 0.617891 training's f1_score: 0 valid_1's binary_logloss: 0.533073 valid_1's f1_score: 0 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.615144 training's f1_score: 0 valid_1's binary_logloss: 0.540683 valid_1's f1_score: 0 [20] training's binary_logloss: 0.614619 training's f1_score: 0 valid_1's binary_logloss: 0.540383 valid_1's f1_score: 0
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.614094 training's f1_score: 0 valid_1's binary_logloss: 0.540085 valid_1's f1_score: 0 Early stopping, best iteration is: [1] training's binary_logloss: 0.615619 training's f1_score: 0 valid_1's binary_logloss: 0.540953 valid_1's f1_score: 0 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.581634 training's f1_score: 0 valid_1's binary_logloss: 0.675655 valid_1's f1_score: 0 [20] training's binary_logloss: 0.581131 training's f1_score: 0 valid_1's binary_logloss: 0.675012 valid_1's f1_score: 0
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.58063 training's f1_score: 0 valid_1's binary_logloss: 0.674373 valid_1's f1_score: 0 Early stopping, best iteration is: [1] training's binary_logloss: 0.582089 training's f1_score: 0 valid_1's binary_logloss: 0.676235 valid_1's f1_score: 0 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.604449 training's f1_score: 0 valid_1's binary_logloss: 0.579785 valid_1's f1_score: 0 [20] training's binary_logloss: 0.603956 training's f1_score: 0 valid_1's binary_logloss: 0.579305 valid_1's f1_score: 0
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.603462 training's f1_score: 0 valid_1's binary_logloss: 0.578828 valid_1's f1_score: 0 Early stopping, best iteration is: [1] training's binary_logloss: 0.604897 training's f1_score: 0 valid_1's binary_logloss: 0.580217 valid_1's f1_score: 0
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.573876 training's f1_score: 0 valid_1's binary_logloss: 0.709745 valid_1's f1_score: 0 [20] training's binary_logloss: 0.573383 training's f1_score: 0 valid_1's binary_logloss: 0.708991 valid_1's f1_score: 0 [30] training's binary_logloss: 0.572892 training's f1_score: 0 valid_1's binary_logloss: 0.708239 valid_1's f1_score: 0 Early stopping, best iteration is: [1] training's binary_logloss: 0.574321 training's f1_score: 0 valid_1's binary_logloss: 0.71043 valid_1's f1_score: 0 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.537794 training's f1_score: 0 valid_1's binary_logloss: 0.476708 valid_1's f1_score: 0 [20] training's binary_logloss: 0.486324 training's f1_score: 0.548936 valid_1's binary_logloss: 0.439828 valid_1's f1_score: 0.443058
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.451265 training's f1_score: 0.733248 valid_1's binary_logloss: 0.414092 valid_1's f1_score: 0.62844 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.435417 training's f1_score: 0.748528 valid_1's binary_logloss: 0.402358 valid_1's f1_score: 0.648363 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.530222 training's f1_score: 0 valid_1's binary_logloss: 0.493768 valid_1's f1_score: 0
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.475806 training's f1_score: 0.619366 valid_1's binary_logloss: 0.465167 valid_1's f1_score: 0.441096 [30] training's binary_logloss: 0.438778 training's f1_score: 0.73618 valid_1's binary_logloss: 0.447051 valid_1's f1_score: 0.57732 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.422206 training's f1_score: 0.752722 valid_1's binary_logloss: 0.439192 valid_1's f1_score: 0.584795 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.503057 training's f1_score: 0 valid_1's binary_logloss: 0.575852 valid_1's f1_score: 0 [20] training's binary_logloss: 0.455384 training's f1_score: 0 valid_1's binary_logloss: 0.516614 valid_1's f1_score: 0 [30] training's binary_logloss: 0.424249 training's f1_score: 0.675515 valid_1's binary_logloss: 0.479013 valid_1's f1_score: 0.678474 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.410774 training's f1_score: 0.721485 valid_1's binary_logloss: 0.463097 valid_1's f1_score: 0.740514
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.525494 training's f1_score: 0 valid_1's binary_logloss: 0.50334 valid_1's f1_score: 0 [20] training's binary_logloss: 0.476574 training's f1_score: 0.50092 valid_1's binary_logloss: 0.455272 valid_1's f1_score: 0.51728 [30] training's binary_logloss: 0.443424 training's f1_score: 0.717736 valid_1's binary_logloss: 0.422734 valid_1's f1_score: 0.705782 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.428923 training's f1_score: 0.734982 valid_1's binary_logloss: 0.408494 valid_1's f1_score: 0.719493 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.497426 training's f1_score: 0 valid_1's binary_logloss: 0.593466 valid_1's f1_score: 0
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.452218 training's f1_score: 0 valid_1's binary_logloss: 0.525977 valid_1's f1_score: 0 [30] training's binary_logloss: 0.423222 training's f1_score: 0.665434 valid_1's binary_logloss: 0.483195 valid_1's f1_score: 0.756127 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.410393 training's f1_score: 0.716161 valid_1's binary_logloss: 0.464021 valid_1's f1_score: 0.784401 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.485976 training's f1_score: 0.557431 valid_1's binary_logloss: 0.440586 valid_1's f1_score: 0.450617 [20] training's binary_logloss: 0.426581 training's f1_score: 0.754967 valid_1's binary_logloss: 0.398013 valid_1's f1_score: 0.651731 [30] training's binary_logloss: 0.395772 training's f1_score: 0.760945 valid_1's binary_logloss: 0.375364 valid_1's f1_score: 0.658112 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.384505 training's f1_score: 0.762934 valid_1's binary_logloss: 0.368348 valid_1's f1_score: 0.659612
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.475423 training's f1_score: 0.6289 valid_1's binary_logloss: 0.465607 valid_1's f1_score: 0.449256 [20] training's binary_logloss: 0.412507 training's f1_score: 0.760418 valid_1's binary_logloss: 0.434955 valid_1's f1_score: 0.587678 [30] training's binary_logloss: 0.379802 training's f1_score: 0.773468 valid_1's binary_logloss: 0.422349 valid_1's f1_score: 0.601363 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.368007 training's f1_score: 0.772077 valid_1's binary_logloss: 0.419525 valid_1's f1_score: 0.602151 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.454927 training's f1_score: 0 valid_1's binary_logloss: 0.515403 valid_1's f1_score: 0
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.402712 training's f1_score: 0.731393 valid_1's binary_logloss: 0.452797 valid_1's f1_score: 0.755869 [30] training's binary_logloss: 0.37766 training's f1_score: 0.7398 valid_1's binary_logloss: 0.424239 valid_1's f1_score: 0.769231 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.369223 training's f1_score: 0.740276 valid_1's binary_logloss: 0.415183 valid_1's f1_score: 0.774784 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.475773 training's f1_score: 0.529832 valid_1's binary_logloss: 0.454896 valid_1's f1_score: 0.555794 [20] training's binary_logloss: 0.420654 training's f1_score: 0.742033 valid_1's binary_logloss: 0.400083 valid_1's f1_score: 0.737791 [30] training's binary_logloss: 0.392601 training's f1_score: 0.748881 valid_1's binary_logloss: 0.373296 valid_1's f1_score: 0.738351 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.382592 training's f1_score: 0.750938 valid_1's binary_logloss: 0.364262 valid_1's f1_score: 0.738701
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.451383 training's f1_score: 0 valid_1's binary_logloss: 0.52409 valid_1's f1_score: 0 [20] training's binary_logloss: 0.403455 training's f1_score: 0.716001 valid_1's binary_logloss: 0.452189 valid_1's f1_score: 0.792453 [30] training's binary_logloss: 0.381166 training's f1_score: 0.729808 valid_1's binary_logloss: 0.418433 valid_1's f1_score: 0.80201 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.373004 training's f1_score: 0.731095 valid_1's binary_logloss: 0.406437 valid_1's f1_score: 0.801579 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.450251 training's f1_score: 0.733248 valid_1's binary_logloss: 0.415332 valid_1's f1_score: 0.617143
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.395535 training's f1_score: 0.764024 valid_1's binary_logloss: 0.376369 valid_1's f1_score: 0.661831 [30] training's binary_logloss: 0.37221 training's f1_score: 0.764158 valid_1's binary_logloss: 0.359479 valid_1's f1_score: 0.657415 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.364437 training's f1_score: 0.765196 valid_1's binary_logloss: 0.354584 valid_1's f1_score: 0.658053 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.437706 training's f1_score: 0.735135 valid_1's binary_logloss: 0.446647 valid_1's f1_score: 0.566077 [20] training's binary_logloss: 0.379994 training's f1_score: 0.771221 valid_1's binary_logloss: 0.422139 valid_1's f1_score: 0.597623 [30] training's binary_logloss: 0.355776 training's f1_score: 0.773936 valid_1's binary_logloss: 0.415941 valid_1's f1_score: 0.60507 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.347707 training's f1_score: 0.774233 valid_1's binary_logloss: 0.415037 valid_1's f1_score: 0.607922
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.42332 training's f1_score: 0.695114 valid_1's binary_logloss: 0.476823 valid_1's f1_score: 0.7065 [20] training's binary_logloss: 0.377303 training's f1_score: 0.738296 valid_1's binary_logloss: 0.423528 valid_1's f1_score: 0.774686 [30] training's binary_logloss: 0.359367 training's f1_score: 0.744186 valid_1's binary_logloss: 0.405907 valid_1's f1_score: 0.775835 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.354191 training's f1_score: 0.744587 valid_1's binary_logloss: 0.402019 valid_1's f1_score: 0.780591 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.443059 training's f1_score: 0.705232 valid_1's binary_logloss: 0.423233 valid_1's f1_score: 0.698548
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.392503 training's f1_score: 0.749959 valid_1's binary_logloss: 0.374877 valid_1's f1_score: 0.729479 [30] training's binary_logloss: 0.372228 training's f1_score: 0.751401 valid_1's binary_logloss: 0.357732 valid_1's f1_score: 0.741355 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.364942 training's f1_score: 0.753817 valid_1's binary_logloss: 0.352639 valid_1's f1_score: 0.739876 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.42189 training's f1_score: 0.680957 valid_1's binary_logloss: 0.479263 valid_1's f1_score: 0.764031 [20] training's binary_logloss: 0.381221 training's f1_score: 0.727108 valid_1's binary_logloss: 0.418996 valid_1's f1_score: 0.8 [30] training's binary_logloss: 0.366043 training's f1_score: 0.732239 valid_1's binary_logloss: 0.396569 valid_1's f1_score: 0.798063 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.360106 training's f1_score: 0.733219 valid_1's binary_logloss: 0.390201 valid_1's f1_score: 0.795007
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.425267 training's f1_score: 0.754115 valid_1's binary_logloss: 0.395496 valid_1's f1_score: 0.650934 [20] training's binary_logloss: 0.37914 training's f1_score: 0.761097 valid_1's binary_logloss: 0.366007 valid_1's f1_score: 0.646552 [30] training's binary_logloss: 0.360469 training's f1_score: 0.764848 valid_1's binary_logloss: 0.351924 valid_1's f1_score: 0.646809 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.353063 training's f1_score: 0.768278 valid_1's binary_logloss: 0.347561 valid_1's f1_score: 0.659359 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.411765 training's f1_score: 0.760936 valid_1's binary_logloss: 0.436608 valid_1's f1_score: 0.582255
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.363128 training's f1_score: 0.771464 valid_1's binary_logloss: 0.422233 valid_1's f1_score: 0.598207 [30] training's binary_logloss: 0.344067 training's f1_score: 0.779418 valid_1's binary_logloss: 0.418738 valid_1's f1_score: 0.608347 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.33836 training's f1_score: 0.780843 valid_1's binary_logloss: 0.413914 valid_1's f1_score: 0.61254
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.402047 training's f1_score: 0.7349 valid_1's binary_logloss: 0.451251 valid_1's f1_score: 0.751765 [20] training's binary_logloss: 0.364443 training's f1_score: 0.743369 valid_1's binary_logloss: 0.409765 valid_1's f1_score: 0.776533 [30] training's binary_logloss: 0.350676 training's f1_score: 0.746123 valid_1's binary_logloss: 0.399845 valid_1's f1_score: 0.778538 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.345783 training's f1_score: 0.748156 valid_1's binary_logloss: 0.397806 valid_1's f1_score: 0.780564 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.42017 training's f1_score: 0.744482 valid_1's binary_logloss: 0.400131 valid_1's f1_score: 0.721509 [20] training's binary_logloss: 0.377465 training's f1_score: 0.749557 valid_1's binary_logloss: 0.360916 valid_1's f1_score: 0.737211 [30] training's binary_logloss: 0.36167 training's f1_score: 0.754186 valid_1's binary_logloss: 0.349024 valid_1's f1_score: 0.742818 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.356087 training's f1_score: 0.757815 valid_1's binary_logloss: 0.345847 valid_1's f1_score: 0.741497 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.402385 training's f1_score: 0.718738 valid_1's binary_logloss: 0.449238 valid_1's f1_score: 0.795962 [20] training's binary_logloss: 0.370684 training's f1_score: 0.729203 valid_1's binary_logloss: 0.403443 valid_1's f1_score: 0.799416
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.358016 training's f1_score: 0.735589 valid_1's binary_logloss: 0.38964 valid_1's f1_score: 0.795996 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.35225 training's f1_score: 0.73686 valid_1's binary_logloss: 0.385932 valid_1's f1_score: 0.794664 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.407736 training's f1_score: 0.761355 valid_1's binary_logloss: 0.382752 valid_1's f1_score: 0.660534
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.36856 training's f1_score: 0.762568 valid_1's binary_logloss: 0.356455 valid_1's f1_score: 0.657581 [30] training's binary_logloss: 0.351689 training's f1_score: 0.774409 valid_1's binary_logloss: 0.344899 valid_1's f1_score: 0.663844 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.345215 training's f1_score: 0.777425 valid_1's binary_logloss: 0.341477 valid_1's f1_score: 0.662752 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.392925 training's f1_score: 0.771438 valid_1's binary_logloss: 0.429691 valid_1's f1_score: 0.584055 [20] training's binary_logloss: 0.352142 training's f1_score: 0.775286 valid_1's binary_logloss: 0.421039 valid_1's f1_score: 0.60241 [30] training's binary_logloss: 0.336247 training's f1_score: 0.781288 valid_1's binary_logloss: 0.413784 valid_1's f1_score: 0.617623 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.330132 training's f1_score: 0.783521 valid_1's binary_logloss: 0.408624 valid_1's f1_score: 0.623083
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.38742 training's f1_score: 0.736823 valid_1's binary_logloss: 0.43433 valid_1's f1_score: 0.765227 [20] training's binary_logloss: 0.357112 training's f1_score: 0.74035 valid_1's binary_logloss: 0.404653 valid_1's f1_score: 0.780074 [30] training's binary_logloss: 0.344821 training's f1_score: 0.747556 valid_1's binary_logloss: 0.398433 valid_1's f1_score: 0.781053 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.339021 training's f1_score: 0.755143 valid_1's binary_logloss: 0.395612 valid_1's f1_score: 0.783113 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.40324 training's f1_score: 0.747049 valid_1's binary_logloss: 0.383419 valid_1's f1_score: 0.734694
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.367944 training's f1_score: 0.749361 valid_1's binary_logloss: 0.351948 valid_1's f1_score: 0.744607 [30] training's binary_logloss: 0.354177 training's f1_score: 0.757738 valid_1's binary_logloss: 0.343878 valid_1's f1_score: 0.743326 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.348944 training's f1_score: 0.761303 valid_1's binary_logloss: 0.342372 valid_1's f1_score: 0.741803 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.390033 training's f1_score: 0.724214 valid_1's binary_logloss: 0.430252 valid_1's f1_score: 0.801636 [20] training's binary_logloss: 0.362592 training's f1_score: 0.730822 valid_1's binary_logloss: 0.392906 valid_1's f1_score: 0.798077 [30] training's binary_logloss: 0.350621 training's f1_score: 0.734873 valid_1's binary_logloss: 0.386011 valid_1's f1_score: 0.792596 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.344598 training's f1_score: 0.736594 valid_1's binary_logloss: 0.383807 valid_1's f1_score: 0.791009 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.395828 training's f1_score: 0.759714 valid_1's binary_logloss: 0.376627 valid_1's f1_score: 0.656557
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.361669 training's f1_score: 0.766304 valid_1's binary_logloss: 0.352532 valid_1's f1_score: 0.661578 [30] training's binary_logloss: 0.345901 training's f1_score: 0.776128 valid_1's binary_logloss: 0.344745 valid_1's f1_score: 0.669463 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.339449 training's f1_score: 0.779933 valid_1's binary_logloss: 0.340912 valid_1's f1_score: 0.674497 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.379494 training's f1_score: 0.770099 valid_1's binary_logloss: 0.426141 valid_1's f1_score: 0.601516 [20] training's binary_logloss: 0.344209 training's f1_score: 0.777575 valid_1's binary_logloss: 0.41987 valid_1's f1_score: 0.608626 [30] training's binary_logloss: 0.33109 training's f1_score: 0.785444 valid_1's binary_logloss: 0.415567 valid_1's f1_score: 0.618705 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.324942 training's f1_score: 0.786841 valid_1's binary_logloss: 0.410592 valid_1's f1_score: 0.627419 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.377039 training's f1_score: 0.743353 valid_1's binary_logloss: 0.422091 valid_1's f1_score: 0.772429
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.35062 training's f1_score: 0.744467 valid_1's binary_logloss: 0.39875 valid_1's f1_score: 0.781429 [30] training's binary_logloss: 0.338765 training's f1_score: 0.750251 valid_1's binary_logloss: 0.392688 valid_1's f1_score: 0.788038 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.332931 training's f1_score: 0.754477 valid_1's binary_logloss: 0.392971 valid_1's f1_score: 0.78357
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.39163 training's f1_score: 0.746303 valid_1's binary_logloss: 0.372925 valid_1's f1_score: 0.73452 [20] training's binary_logloss: 0.360821 training's f1_score: 0.755619 valid_1's binary_logloss: 0.349596 valid_1's f1_score: 0.743484 [30] training's binary_logloss: 0.3484 training's f1_score: 0.763843 valid_1's binary_logloss: 0.343868 valid_1's f1_score: 0.745578 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.342056 training's f1_score: 0.767776 valid_1's binary_logloss: 0.341117 valid_1's f1_score: 0.748809 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.380169 training's f1_score: 0.728087 valid_1's binary_logloss: 0.415842 valid_1's f1_score: 0.802567
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.357233 training's f1_score: 0.732848 valid_1's binary_logloss: 0.391149 valid_1's f1_score: 0.794689 [30] training's binary_logloss: 0.345144 training's f1_score: 0.738851 valid_1's binary_logloss: 0.38364 valid_1's f1_score: 0.792724 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.339294 training's f1_score: 0.742045 valid_1's binary_logloss: 0.384028 valid_1's f1_score: 0.796358 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.386615 training's f1_score: 0.757872 valid_1's binary_logloss: 0.369378 valid_1's f1_score: 0.658009 [20] training's binary_logloss: 0.356999 training's f1_score: 0.770113 valid_1's binary_logloss: 0.347503 valid_1's f1_score: 0.662722 [30] training's binary_logloss: 0.341957 training's f1_score: 0.777895 valid_1's binary_logloss: 0.339638 valid_1's f1_score: 0.668354 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.335476 training's f1_score: 0.779594 valid_1's binary_logloss: 0.337381 valid_1's f1_score: 0.674477
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.36959 training's f1_score: 0.771181 valid_1's binary_logloss: 0.423204 valid_1's f1_score: 0.590352 [20] training's binary_logloss: 0.339096 training's f1_score: 0.781459 valid_1's binary_logloss: 0.417124 valid_1's f1_score: 0.605622 [30] training's binary_logloss: 0.325264 training's f1_score: 0.789988 valid_1's binary_logloss: 0.40511 valid_1's f1_score: 0.625717 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.318786 training's f1_score: 0.79334 valid_1's binary_logloss: 0.401786 valid_1's f1_score: 0.626841 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.370044 training's f1_score: 0.742937 valid_1's binary_logloss: 0.414612 valid_1's f1_score: 0.777241
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.345538 training's f1_score: 0.749873 valid_1's binary_logloss: 0.39534 valid_1's f1_score: 0.77959 [30] training's binary_logloss: 0.332453 training's f1_score: 0.757448 valid_1's binary_logloss: 0.39002 valid_1's f1_score: 0.784918 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.326014 training's f1_score: 0.763012 valid_1's binary_logloss: 0.388477 valid_1's f1_score: 0.787879 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.383236 training's f1_score: 0.747196 valid_1's binary_logloss: 0.365485 valid_1's f1_score: 0.738916 [20] training's binary_logloss: 0.35521 training's f1_score: 0.756151 valid_1's binary_logloss: 0.346554 valid_1's f1_score: 0.74674 [30] training's binary_logloss: 0.341511 training's f1_score: 0.766172 valid_1's binary_logloss: 0.342128 valid_1's f1_score: 0.746228 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.334885 training's f1_score: 0.769401 valid_1's binary_logloss: 0.339856 valid_1's f1_score: 0.745902
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.373986 training's f1_score: 0.730701 valid_1's binary_logloss: 0.407195 valid_1's f1_score: 0.798628 [20] training's binary_logloss: 0.353826 training's f1_score: 0.735106 valid_1's binary_logloss: 0.390461 valid_1's f1_score: 0.792922 [30] training's binary_logloss: 0.342397 training's f1_score: 0.741002 valid_1's binary_logloss: 0.386667 valid_1's f1_score: 0.794455 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.334629 training's f1_score: 0.74645 valid_1's binary_logloss: 0.385031 valid_1's f1_score: 0.795389 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.379655 training's f1_score: 0.761948 valid_1's binary_logloss: 0.368934 valid_1's f1_score: 0.654701
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.351992 training's f1_score: 0.77067 valid_1's binary_logloss: 0.348249 valid_1's f1_score: 0.66835 [30] training's binary_logloss: 0.336089 training's f1_score: 0.779861 valid_1's binary_logloss: 0.3394 valid_1's f1_score: 0.677824 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.329524 training's f1_score: 0.783596 valid_1's binary_logloss: 0.337831 valid_1's f1_score: 0.680602 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.361661 training's f1_score: 0.771962 valid_1's binary_logloss: 0.418878 valid_1's f1_score: 0.597871 [20] training's binary_logloss: 0.33536 training's f1_score: 0.782145 valid_1's binary_logloss: 0.412282 valid_1's f1_score: 0.61129 [30] training's binary_logloss: 0.320975 training's f1_score: 0.792016 valid_1's binary_logloss: 0.400056 valid_1's f1_score: 0.627258 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.313226 training's f1_score: 0.793103 valid_1's binary_logloss: 0.39882 valid_1's f1_score: 0.630972
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.365255 training's f1_score: 0.740539 valid_1's binary_logloss: 0.410393 valid_1's f1_score: 0.777306 [20] training's binary_logloss: 0.341655 training's f1_score: 0.750839 valid_1's binary_logloss: 0.397013 valid_1's f1_score: 0.778128 [30] training's binary_logloss: 0.328071 training's f1_score: 0.759409 valid_1's binary_logloss: 0.394157 valid_1's f1_score: 0.780902 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.321588 training's f1_score: 0.764102 valid_1's binary_logloss: 0.395011 valid_1's f1_score: 0.783813 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.377484 training's f1_score: 0.752018 valid_1's binary_logloss: 0.3596 valid_1's f1_score: 0.741152
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.352471 training's f1_score: 0.759585 valid_1's binary_logloss: 0.342242 valid_1's f1_score: 0.745098 [30] training's binary_logloss: 0.338247 training's f1_score: 0.768573 valid_1's binary_logloss: 0.338665 valid_1's f1_score: 0.746107 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.331207 training's f1_score: 0.771506 valid_1's binary_logloss: 0.337263 valid_1's f1_score: 0.75051 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.369533 training's f1_score: 0.732223 valid_1's binary_logloss: 0.401655 valid_1's f1_score: 0.801158 [20] training's binary_logloss: 0.349081 training's f1_score: 0.735166 valid_1's binary_logloss: 0.38638 valid_1's f1_score: 0.797336 [30] training's binary_logloss: 0.336975 training's f1_score: 0.742098 valid_1's binary_logloss: 0.384022 valid_1's f1_score: 0.795019 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.328988 training's f1_score: 0.749367 valid_1's binary_logloss: 0.382045 valid_1's f1_score: 0.793849
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.373818 training's f1_score: 0.758703 valid_1's binary_logloss: 0.364369 valid_1's f1_score: 0.652789 [20] training's binary_logloss: 0.34798 training's f1_score: 0.775173 valid_1's binary_logloss: 0.351906 valid_1's f1_score: 0.65798 [30] training's binary_logloss: 0.331825 training's f1_score: 0.783988 valid_1's binary_logloss: 0.344226 valid_1's f1_score: 0.659016 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.324119 training's f1_score: 0.786925 valid_1's binary_logloss: 0.339691 valid_1's f1_score: 0.658416 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.355774 training's f1_score: 0.768949 valid_1's binary_logloss: 0.419243 valid_1's f1_score: 0.6042
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.331893 training's f1_score: 0.780739 valid_1's binary_logloss: 0.409977 valid_1's f1_score: 0.622079 [30] training's binary_logloss: 0.317754 training's f1_score: 0.79173 valid_1's binary_logloss: 0.404205 valid_1's f1_score: 0.627132 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.309058 training's f1_score: 0.796995 valid_1's binary_logloss: 0.405149 valid_1's f1_score: 0.629359 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.36044 training's f1_score: 0.74394 valid_1's binary_logloss: 0.407537 valid_1's f1_score: 0.777131 [20] training's binary_logloss: 0.337557 training's f1_score: 0.752937 valid_1's binary_logloss: 0.394297 valid_1's f1_score: 0.785185 [30] training's binary_logloss: 0.322885 training's f1_score: 0.764934 valid_1's binary_logloss: 0.394017 valid_1's f1_score: 0.779894 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.315909 training's f1_score: 0.770766 valid_1's binary_logloss: 0.392839 valid_1's f1_score: 0.779318
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.371771 training's f1_score: 0.752661 valid_1's binary_logloss: 0.356697 valid_1's f1_score: 0.73844 [20] training's binary_logloss: 0.347828 training's f1_score: 0.762205 valid_1's binary_logloss: 0.342012 valid_1's f1_score: 0.742547 [30] training's binary_logloss: 0.332884 training's f1_score: 0.773906 valid_1's binary_logloss: 0.339034 valid_1's f1_score: 0.742045 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.325614 training's f1_score: 0.778679 valid_1's binary_logloss: 0.339254 valid_1's f1_score: 0.740189 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.365005 training's f1_score: 0.728385 valid_1's binary_logloss: 0.395974 valid_1's f1_score: 0.797505
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.344819 training's f1_score: 0.735817 valid_1's binary_logloss: 0.384758 valid_1's f1_score: 0.796163 [30] training's binary_logloss: 0.331502 training's f1_score: 0.748184 valid_1's binary_logloss: 0.383689 valid_1's f1_score: 0.793253 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.321444 training's f1_score: 0.756931 valid_1's binary_logloss: 0.383966 valid_1's f1_score: 0.794388 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.369396 training's f1_score: 0.759025 valid_1's binary_logloss: 0.361984 valid_1's f1_score: 0.649789 [20] training's binary_logloss: 0.344283 training's f1_score: 0.778029 valid_1's binary_logloss: 0.347089 valid_1's f1_score: 0.661211 [30] training's binary_logloss: 0.328214 training's f1_score: 0.79009 valid_1's binary_logloss: 0.342509 valid_1's f1_score: 0.669408 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.319696 training's f1_score: 0.793371 valid_1's binary_logloss: 0.337551 valid_1's f1_score: 0.673859 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.350633 training's f1_score: 0.776517 valid_1's binary_logloss: 0.420806 valid_1's f1_score: 0.60016 [20] training's binary_logloss: 0.327491 training's f1_score: 0.784864 valid_1's binary_logloss: 0.408187 valid_1's f1_score: 0.625407
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.313188 training's f1_score: 0.795521 valid_1's binary_logloss: 0.406284 valid_1's f1_score: 0.627258 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.305296 training's f1_score: 0.799324 valid_1's binary_logloss: 0.405069 valid_1's f1_score: 0.632099 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358539 training's f1_score: 0.742509 valid_1's binary_logloss: 0.407807 valid_1's f1_score: 0.774092
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.334564 training's f1_score: 0.753647 valid_1's binary_logloss: 0.39384 valid_1's f1_score: 0.783069 [30] training's binary_logloss: 0.319098 training's f1_score: 0.762549 valid_1's binary_logloss: 0.393465 valid_1's f1_score: 0.78617 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.311468 training's f1_score: 0.76944 valid_1's binary_logloss: 0.394987 valid_1's f1_score: 0.781217 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.368285 training's f1_score: 0.752623 valid_1's binary_logloss: 0.355 valid_1's f1_score: 0.735758 [20] training's binary_logloss: 0.344685 training's f1_score: 0.764846 valid_1's binary_logloss: 0.346878 valid_1's f1_score: 0.74406 [30] training's binary_logloss: 0.328988 training's f1_score: 0.774009 valid_1's binary_logloss: 0.340123 valid_1's f1_score: 0.744186 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.321091 training's f1_score: 0.779018 valid_1's binary_logloss: 0.340978 valid_1's f1_score: 0.746594
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.363769 training's f1_score: 0.723304 valid_1's binary_logloss: 0.39174 valid_1's f1_score: 0.795031 [20] training's binary_logloss: 0.344605 training's f1_score: 0.734558 valid_1's binary_logloss: 0.386656 valid_1's f1_score: 0.790076 [30] training's binary_logloss: 0.328102 training's f1_score: 0.748141 valid_1's binary_logloss: 0.388004 valid_1's f1_score: 0.790338 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.319263 training's f1_score: 0.752845 valid_1's binary_logloss: 0.387099 valid_1's f1_score: 0.7909 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.365395 training's f1_score: 0.764316 valid_1's binary_logloss: 0.358507 valid_1's f1_score: 0.653199
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.34163 training's f1_score: 0.777594 valid_1's binary_logloss: 0.349117 valid_1's f1_score: 0.655656 [30] training's binary_logloss: 0.32441 training's f1_score: 0.78961 valid_1's binary_logloss: 0.343606 valid_1's f1_score: 0.665004 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.316167 training's f1_score: 0.793346 valid_1's binary_logloss: 0.340126 valid_1's f1_score: 0.661642 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.347135 training's f1_score: 0.776761 valid_1's binary_logloss: 0.416645 valid_1's f1_score: 0.603434 [20] training's binary_logloss: 0.322228 training's f1_score: 0.788382 valid_1's binary_logloss: 0.39973 valid_1's f1_score: 0.629046 [30] training's binary_logloss: 0.307821 training's f1_score: 0.8008 valid_1's binary_logloss: 0.396347 valid_1's f1_score: 0.636975 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.298654 training's f1_score: 0.803019 valid_1's binary_logloss: 0.393878 valid_1's f1_score: 0.633697 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.354345 training's f1_score: 0.739956 valid_1's binary_logloss: 0.403403 valid_1's f1_score: 0.778714 [20] training's binary_logloss: 0.332124 training's f1_score: 0.753099 valid_1's binary_logloss: 0.396329 valid_1's f1_score: 0.783113
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.315415 training's f1_score: 0.76428 valid_1's binary_logloss: 0.390653 valid_1's f1_score: 0.783209 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.308705 training's f1_score: 0.767568 valid_1's binary_logloss: 0.390553 valid_1's f1_score: 0.783494 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.363208 training's f1_score: 0.754344 valid_1's binary_logloss: 0.35309 valid_1's f1_score: 0.741758
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.341235 training's f1_score: 0.766314 valid_1's binary_logloss: 0.344033 valid_1's f1_score: 0.742352 [30] training's binary_logloss: 0.325831 training's f1_score: 0.77723 valid_1's binary_logloss: 0.339803 valid_1's f1_score: 0.749658 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.319009 training's f1_score: 0.782996 valid_1's binary_logloss: 0.338511 valid_1's f1_score: 0.746758
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.362658 training's f1_score: 0.728045 valid_1's binary_logloss: 0.393946 valid_1's f1_score: 0.790253 [20] training's binary_logloss: 0.340771 training's f1_score: 0.74094 valid_1's binary_logloss: 0.387547 valid_1's f1_score: 0.796756 [30] training's binary_logloss: 0.323341 training's f1_score: 0.751357 valid_1's binary_logloss: 0.390321 valid_1's f1_score: 0.794415 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.313174 training's f1_score: 0.76024 valid_1's binary_logloss: 0.389753 valid_1's f1_score: 0.7909 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.363519 training's f1_score: 0.763604 valid_1's binary_logloss: 0.359724 valid_1's f1_score: 0.650888
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.337724 training's f1_score: 0.780918 valid_1's binary_logloss: 0.344195 valid_1's f1_score: 0.655574 [30] training's binary_logloss: 0.320143 training's f1_score: 0.792809 valid_1's binary_logloss: 0.338178 valid_1's f1_score: 0.6543 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.311257 training's f1_score: 0.796885 valid_1's binary_logloss: 0.33911 valid_1's f1_score: 0.661017 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.346642 training's f1_score: 0.774203 valid_1's binary_logloss: 0.425081 valid_1's f1_score: 0.591837 [20] training's binary_logloss: 0.321499 training's f1_score: 0.788423 valid_1's binary_logloss: 0.40231 valid_1's f1_score: 0.627355 [30] training's binary_logloss: 0.305898 training's f1_score: 0.798956 valid_1's binary_logloss: 0.404393 valid_1's f1_score: 0.618658 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.29697 training's f1_score: 0.804626 valid_1's binary_logloss: 0.406311 valid_1's f1_score: 0.621423
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.353835 training's f1_score: 0.742608 valid_1's binary_logloss: 0.401065 valid_1's f1_score: 0.778658 [20] training's binary_logloss: 0.330268 training's f1_score: 0.757484 valid_1's binary_logloss: 0.395055 valid_1's f1_score: 0.778013 [30] training's binary_logloss: 0.3137 training's f1_score: 0.768057 valid_1's binary_logloss: 0.395021 valid_1's f1_score: 0.777246 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.30481 training's f1_score: 0.774402 valid_1's binary_logloss: 0.398675 valid_1's f1_score: 0.773676 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.361617 training's f1_score: 0.754264 valid_1's binary_logloss: 0.351536 valid_1's f1_score: 0.740791
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.336075 training's f1_score: 0.770305 valid_1's binary_logloss: 0.342659 valid_1's f1_score: 0.74574 [30] training's binary_logloss: 0.320236 training's f1_score: 0.782748 valid_1's binary_logloss: 0.338677 valid_1's f1_score: 0.751026 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.313258 training's f1_score: 0.786459 valid_1's binary_logloss: 0.34062 valid_1's f1_score: 0.752732 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.359891 training's f1_score: 0.731172 valid_1's binary_logloss: 0.38993 valid_1's f1_score: 0.786963 [20] training's binary_logloss: 0.338118 training's f1_score: 0.743282 valid_1's binary_logloss: 0.387051 valid_1's f1_score: 0.790653 [30] training's binary_logloss: 0.319441 training's f1_score: 0.756692 valid_1's binary_logloss: 0.387282 valid_1's f1_score: 0.785887 Early stopping, best iteration is: [5] training's binary_logloss: 0.382458 training's f1_score: 0.724764 valid_1's binary_logloss: 0.414322 valid_1's f1_score: 0.797803 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.359051 training's f1_score: 0.766637 valid_1's binary_logloss: 0.354216 valid_1's f1_score: 0.663317
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.335349 training's f1_score: 0.783255 valid_1's binary_logloss: 0.339654 valid_1's f1_score: 0.667785 [30] training's binary_logloss: 0.317517 training's f1_score: 0.796327 valid_1's binary_logloss: 0.334053 valid_1's f1_score: 0.675105 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.309951 training's f1_score: 0.798897 valid_1's binary_logloss: 0.331252 valid_1's f1_score: 0.675676 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.343723 training's f1_score: 0.775752 valid_1's binary_logloss: 0.41729 valid_1's f1_score: 0.612378 [20] training's binary_logloss: 0.319873 training's f1_score: 0.788156 valid_1's binary_logloss: 0.399343 valid_1's f1_score: 0.63245 [30] training's binary_logloss: 0.30331 training's f1_score: 0.802029 valid_1's binary_logloss: 0.399194 valid_1's f1_score: 0.633416 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.293527 training's f1_score: 0.80853 valid_1's binary_logloss: 0.4011 valid_1's f1_score: 0.635685 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.350235 training's f1_score: 0.746309 valid_1's binary_logloss: 0.401253 valid_1's f1_score: 0.77673
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.325911 training's f1_score: 0.754407 valid_1's binary_logloss: 0.394931 valid_1's f1_score: 0.780074 [30] training's binary_logloss: 0.309241 training's f1_score: 0.768087 valid_1's binary_logloss: 0.395865 valid_1's f1_score: 0.779733 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.301699 training's f1_score: 0.773066 valid_1's binary_logloss: 0.397251 valid_1's f1_score: 0.772436 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358592 training's f1_score: 0.754331 valid_1's binary_logloss: 0.352625 valid_1's f1_score: 0.741144
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.333167 training's f1_score: 0.771496 valid_1's binary_logloss: 0.342712 valid_1's f1_score: 0.743207 [30] training's binary_logloss: 0.316681 training's f1_score: 0.782112 valid_1's binary_logloss: 0.33697 valid_1's f1_score: 0.738063 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.309162 training's f1_score: 0.785544 valid_1's binary_logloss: 0.33808 valid_1's f1_score: 0.738063 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.359229 training's f1_score: 0.726874 valid_1's binary_logloss: 0.39039 valid_1's f1_score: 0.796578 [20] training's binary_logloss: 0.33621 training's f1_score: 0.744272 valid_1's binary_logloss: 0.390937 valid_1's f1_score: 0.797704 [30] training's binary_logloss: 0.317776 training's f1_score: 0.757005 valid_1's binary_logloss: 0.392257 valid_1's f1_score: 0.790315 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.305104 training's f1_score: 0.766793 valid_1's binary_logloss: 0.392788 valid_1's f1_score: 0.789859 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.357398 training's f1_score: 0.764089 valid_1's binary_logloss: 0.354573 valid_1's f1_score: 0.652927
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.331685 training's f1_score: 0.783424 valid_1's binary_logloss: 0.33833 valid_1's f1_score: 0.673859 [30] training's binary_logloss: 0.313751 training's f1_score: 0.795437 valid_1's binary_logloss: 0.336072 valid_1's f1_score: 0.674979 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.303799 training's f1_score: 0.800978 valid_1's binary_logloss: 0.331239 valid_1's f1_score: 0.679628 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.340349 training's f1_score: 0.779331 valid_1's binary_logloss: 0.416892 valid_1's f1_score: 0.601613 [20] training's binary_logloss: 0.315642 training's f1_score: 0.792829 valid_1's binary_logloss: 0.404966 valid_1's f1_score: 0.628003 [30] training's binary_logloss: 0.300533 training's f1_score: 0.804388 valid_1's binary_logloss: 0.40607 valid_1's f1_score: 0.635 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.290988 training's f1_score: 0.810777 valid_1's binary_logloss: 0.404727 valid_1's f1_score: 0.627946 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.350471 training's f1_score: 0.740618 valid_1's binary_logloss: 0.398764 valid_1's f1_score: 0.779749 [20] training's binary_logloss: 0.322658 training's f1_score: 0.760928 valid_1's binary_logloss: 0.390068 valid_1's f1_score: 0.782933
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.306086 training's f1_score: 0.769439 valid_1's binary_logloss: 0.392613 valid_1's f1_score: 0.779459 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.296705 training's f1_score: 0.778517 valid_1's binary_logloss: 0.395365 valid_1's f1_score: 0.776087 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.35634 training's f1_score: 0.758534 valid_1's binary_logloss: 0.350356 valid_1's f1_score: 0.740136
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.332789 training's f1_score: 0.775497 valid_1's binary_logloss: 0.342791 valid_1's f1_score: 0.748123 [30] training's binary_logloss: 0.315014 training's f1_score: 0.785382 valid_1's binary_logloss: 0.338108 valid_1's f1_score: 0.751199 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.307821 training's f1_score: 0.790571 valid_1's binary_logloss: 0.336368 valid_1's f1_score: 0.754639 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.356509 training's f1_score: 0.731421 valid_1's binary_logloss: 0.389585 valid_1's f1_score: 0.789225 [20] training's binary_logloss: 0.334792 training's f1_score: 0.742491 valid_1's binary_logloss: 0.394621 valid_1's f1_score: 0.792922 [30] training's binary_logloss: 0.316107 training's f1_score: 0.758279 valid_1's binary_logloss: 0.393513 valid_1's f1_score: 0.786267 Early stopping, best iteration is: [4] training's binary_logloss: 0.385183 training's f1_score: 0.723005 valid_1's binary_logloss: 0.415199 valid_1's f1_score: 0.80358 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.355613 training's f1_score: 0.771128 valid_1's binary_logloss: 0.35483 valid_1's f1_score: 0.653974
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.329287 training's f1_score: 0.787621 valid_1's binary_logloss: 0.341805 valid_1's f1_score: 0.677881 [30] training's binary_logloss: 0.311308 training's f1_score: 0.800368 valid_1's binary_logloss: 0.340302 valid_1's f1_score: 0.670068 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.300287 training's f1_score: 0.808517 valid_1's binary_logloss: 0.337107 valid_1's f1_score: 0.667811 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.339653 training's f1_score: 0.777912 valid_1's binary_logloss: 0.420606 valid_1's f1_score: 0.609737 [20] training's binary_logloss: 0.314789 training's f1_score: 0.790555 valid_1's binary_logloss: 0.404079 valid_1's f1_score: 0.628099 [30] training's binary_logloss: 0.29675 training's f1_score: 0.806635 valid_1's binary_logloss: 0.406623 valid_1's f1_score: 0.622407 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.284695 training's f1_score: 0.816194 valid_1's binary_logloss: 0.404496 valid_1's f1_score: 0.622296 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.34902 training's f1_score: 0.739563 valid_1's binary_logloss: 0.401141 valid_1's f1_score: 0.775446
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.322788 training's f1_score: 0.759677 valid_1's binary_logloss: 0.399635 valid_1's f1_score: 0.780902 [30] training's binary_logloss: 0.305561 training's f1_score: 0.774347 valid_1's binary_logloss: 0.399747 valid_1's f1_score: 0.780462 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.296996 training's f1_score: 0.781473 valid_1's binary_logloss: 0.402642 valid_1's f1_score: 0.784483 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.355555 training's f1_score: 0.754971 valid_1's binary_logloss: 0.346441 valid_1's f1_score: 0.735913 [20] training's binary_logloss: 0.330574 training's f1_score: 0.770373 valid_1's binary_logloss: 0.338745 valid_1's f1_score: 0.748796 [30] training's binary_logloss: 0.311832 training's f1_score: 0.783719 valid_1's binary_logloss: 0.337573 valid_1's f1_score: 0.746228 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.302565 training's f1_score: 0.79232 valid_1's binary_logloss: 0.337766 valid_1's f1_score: 0.742466
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.353886 training's f1_score: 0.736504 valid_1's binary_logloss: 0.386556 valid_1's f1_score: 0.801144 [20] training's binary_logloss: 0.330259 training's f1_score: 0.74949 valid_1's binary_logloss: 0.392638 valid_1's f1_score: 0.797094 [30] training's binary_logloss: 0.308927 training's f1_score: 0.766185 valid_1's binary_logloss: 0.39099 valid_1's f1_score: 0.793388 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.29817 training's f1_score: 0.774115 valid_1's binary_logloss: 0.390551 valid_1's f1_score: 0.791016 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.352375 training's f1_score: 0.769254 valid_1's binary_logloss: 0.351187 valid_1's f1_score: 0.663907
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.327317 training's f1_score: 0.788266 valid_1's binary_logloss: 0.343153 valid_1's f1_score: 0.666667 [30] training's binary_logloss: 0.3075 training's f1_score: 0.803427 valid_1's binary_logloss: 0.341891 valid_1's f1_score: 0.673557 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.298898 training's f1_score: 0.807669 valid_1's binary_logloss: 0.343107 valid_1's f1_score: 0.671268 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335319 training's f1_score: 0.775677 valid_1's binary_logloss: 0.419139 valid_1's f1_score: 0.610526 [20] training's binary_logloss: 0.313064 training's f1_score: 0.79217 valid_1's binary_logloss: 0.405343 valid_1's f1_score: 0.628384 [30] training's binary_logloss: 0.293621 training's f1_score: 0.804015 valid_1's binary_logloss: 0.404129 valid_1's f1_score: 0.623032 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.282121 training's f1_score: 0.81251 valid_1's binary_logloss: 0.402752 valid_1's f1_score: 0.629195 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.347315 training's f1_score: 0.742138 valid_1's binary_logloss: 0.39786 valid_1's f1_score: 0.779289
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.321593 training's f1_score: 0.761166 valid_1's binary_logloss: 0.391736 valid_1's f1_score: 0.784418 [30] training's binary_logloss: 0.300859 training's f1_score: 0.775932 valid_1's binary_logloss: 0.392831 valid_1's f1_score: 0.781535 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.293855 training's f1_score: 0.782772 valid_1's binary_logloss: 0.39576 valid_1's f1_score: 0.778437 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.353238 training's f1_score: 0.757367 valid_1's binary_logloss: 0.34745 valid_1's f1_score: 0.745442 [20] training's binary_logloss: 0.326597 training's f1_score: 0.777405 valid_1's binary_logloss: 0.340585 valid_1's f1_score: 0.743169 [30] training's binary_logloss: 0.308368 training's f1_score: 0.791787 valid_1's binary_logloss: 0.336633 valid_1's f1_score: 0.747599 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.298334 training's f1_score: 0.796204 valid_1's binary_logloss: 0.338263 valid_1's f1_score: 0.74829
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.352883 training's f1_score: 0.734096 valid_1's binary_logloss: 0.385183 valid_1's f1_score: 0.798658 [20] training's binary_logloss: 0.327522 training's f1_score: 0.748556 valid_1's binary_logloss: 0.386433 valid_1's f1_score: 0.79456 [30] training's binary_logloss: 0.305217 training's f1_score: 0.766782 valid_1's binary_logloss: 0.386919 valid_1's f1_score: 0.79063 Early stopping, best iteration is: [3] training's binary_logloss: 0.392964 training's f1_score: 0.718503 valid_1's binary_logloss: 0.425423 valid_1's f1_score: 0.802599 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.35269 training's f1_score: 0.76974 valid_1's binary_logloss: 0.358724 valid_1's f1_score: 0.655144
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.325974 training's f1_score: 0.787667 valid_1's binary_logloss: 0.347937 valid_1's f1_score: 0.66052 [30] training's binary_logloss: 0.306299 training's f1_score: 0.800122 valid_1's binary_logloss: 0.345788 valid_1's f1_score: 0.662742 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.296556 training's f1_score: 0.807734 valid_1's binary_logloss: 0.344116 valid_1's f1_score: 0.664983 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336003 training's f1_score: 0.775412 valid_1's binary_logloss: 0.419193 valid_1's f1_score: 0.606349 [20] training's binary_logloss: 0.308901 training's f1_score: 0.793987 valid_1's binary_logloss: 0.404598 valid_1's f1_score: 0.62069 [30] training's binary_logloss: 0.286877 training's f1_score: 0.810685 valid_1's binary_logloss: 0.40156 valid_1's f1_score: 0.634391 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.274957 training's f1_score: 0.815507 valid_1's binary_logloss: 0.400373 valid_1's f1_score: 0.629536
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.343646 training's f1_score: 0.749789 valid_1's binary_logloss: 0.39402 valid_1's f1_score: 0.781034 [20] training's binary_logloss: 0.318814 training's f1_score: 0.763341 valid_1's binary_logloss: 0.39084 valid_1's f1_score: 0.787554 [30] training's binary_logloss: 0.298356 training's f1_score: 0.779389 valid_1's binary_logloss: 0.395191 valid_1's f1_score: 0.772727 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.286035 training's f1_score: 0.789258 valid_1's binary_logloss: 0.398227 valid_1's f1_score: 0.768564 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.351835 training's f1_score: 0.75923 valid_1's binary_logloss: 0.351256 valid_1's f1_score: 0.738482
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.325648 training's f1_score: 0.777671 valid_1's binary_logloss: 0.346143 valid_1's f1_score: 0.742394 [30] training's binary_logloss: 0.305482 training's f1_score: 0.790727 valid_1's binary_logloss: 0.338043 valid_1's f1_score: 0.748133 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.293782 training's f1_score: 0.798844 valid_1's binary_logloss: 0.339576 valid_1's f1_score: 0.752218 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.352663 training's f1_score: 0.735063 valid_1's binary_logloss: 0.385981 valid_1's f1_score: 0.795227 [20] training's binary_logloss: 0.328732 training's f1_score: 0.750808 valid_1's binary_logloss: 0.388606 valid_1's f1_score: 0.793635 [30] training's binary_logloss: 0.307137 training's f1_score: 0.765475 valid_1's binary_logloss: 0.396149 valid_1's f1_score: 0.792435 Early stopping, best iteration is: [3] training's binary_logloss: 0.389712 training's f1_score: 0.726499 valid_1's binary_logloss: 0.420428 valid_1's f1_score: 0.800592 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.350519 training's f1_score: 0.77115 valid_1's binary_logloss: 0.356392 valid_1's f1_score: 0.65679
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.321431 training's f1_score: 0.792499 valid_1's binary_logloss: 0.349014 valid_1's f1_score: 0.670051 [30] training's binary_logloss: 0.302899 training's f1_score: 0.805183 valid_1's binary_logloss: 0.347544 valid_1's f1_score: 0.67637 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.293042 training's f1_score: 0.812481 valid_1's binary_logloss: 0.34635 valid_1's f1_score: 0.663239 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33272 training's f1_score: 0.780947 valid_1's binary_logloss: 0.416396 valid_1's f1_score: 0.621359 [20] training's binary_logloss: 0.304612 training's f1_score: 0.795451 valid_1's binary_logloss: 0.40425 valid_1's f1_score: 0.640067 [30] training's binary_logloss: 0.286414 training's f1_score: 0.809797 valid_1's binary_logloss: 0.407481 valid_1's f1_score: 0.63606 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.275368 training's f1_score: 0.815749 valid_1's binary_logloss: 0.403441 valid_1's f1_score: 0.638796 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.343716 training's f1_score: 0.747788 valid_1's binary_logloss: 0.395795 valid_1's f1_score: 0.780411 [20] training's binary_logloss: 0.315363 training's f1_score: 0.768113 valid_1's binary_logloss: 0.395694 valid_1's f1_score: 0.771228
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.292872 training's f1_score: 0.782505 valid_1's binary_logloss: 0.398689 valid_1's f1_score: 0.775244 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.28419 training's f1_score: 0.788583 valid_1's binary_logloss: 0.40114 valid_1's f1_score: 0.772331 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.348541 training's f1_score: 0.75947 valid_1's binary_logloss: 0.344431 valid_1's f1_score: 0.742857
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.32407 training's f1_score: 0.775393 valid_1's binary_logloss: 0.34034 valid_1's f1_score: 0.747103 [30] training's binary_logloss: 0.304144 training's f1_score: 0.789347 valid_1's binary_logloss: 0.33879 valid_1's f1_score: 0.750858 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.292375 training's f1_score: 0.798717 valid_1's binary_logloss: 0.338248 valid_1's f1_score: 0.750858 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.349292 training's f1_score: 0.738285 valid_1's binary_logloss: 0.386037 valid_1's f1_score: 0.793893 [20] training's binary_logloss: 0.319863 training's f1_score: 0.754768 valid_1's binary_logloss: 0.394798 valid_1's f1_score: 0.785406 [30] training's binary_logloss: 0.298547 training's f1_score: 0.770661 valid_1's binary_logloss: 0.395707 valid_1's f1_score: 0.788705 Early stopping, best iteration is: [4] training's binary_logloss: 0.379149 training's f1_score: 0.727654 valid_1's binary_logloss: 0.40383 valid_1's f1_score: 0.80292
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.348705 training's f1_score: 0.774981 valid_1's binary_logloss: 0.350606 valid_1's f1_score: 0.662316 [20] training's binary_logloss: 0.320604 training's f1_score: 0.793622 valid_1's binary_logloss: 0.3455 valid_1's f1_score: 0.652137 [30] training's binary_logloss: 0.297841 training's f1_score: 0.807362 valid_1's binary_logloss: 0.339517 valid_1's f1_score: 0.661017 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.287158 training's f1_score: 0.8151 valid_1's binary_logloss: 0.338974 valid_1's f1_score: 0.654792 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330843 training's f1_score: 0.781904 valid_1's binary_logloss: 0.420199 valid_1's f1_score: 0.611517
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.309183 training's f1_score: 0.795937 valid_1's binary_logloss: 0.414557 valid_1's f1_score: 0.623974 [30] training's binary_logloss: 0.288729 training's f1_score: 0.814757 valid_1's binary_logloss: 0.414246 valid_1's f1_score: 0.623032 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.275909 training's f1_score: 0.825199 valid_1's binary_logloss: 0.42152 valid_1's f1_score: 0.623853 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.339654 training's f1_score: 0.750167 valid_1's binary_logloss: 0.396327 valid_1's f1_score: 0.77819 [20] training's binary_logloss: 0.30997 training's f1_score: 0.770586 valid_1's binary_logloss: 0.39228 valid_1's f1_score: 0.776394 [30] training's binary_logloss: 0.290118 training's f1_score: 0.781287 valid_1's binary_logloss: 0.391898 valid_1's f1_score: 0.778867 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.279883 training's f1_score: 0.793992 valid_1's binary_logloss: 0.398239 valid_1's f1_score: 0.774795 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.348878 training's f1_score: 0.762744 valid_1's binary_logloss: 0.346981 valid_1's f1_score: 0.743869 [20] training's binary_logloss: 0.320614 training's f1_score: 0.780115 valid_1's binary_logloss: 0.340958 valid_1's f1_score: 0.75242
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.298604 training's f1_score: 0.797365 valid_1's binary_logloss: 0.342444 valid_1's f1_score: 0.744577 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.287751 training's f1_score: 0.80509 valid_1's binary_logloss: 0.339278 valid_1's f1_score: 0.748596 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.347672 training's f1_score: 0.737073 valid_1's binary_logloss: 0.389229 valid_1's f1_score: 0.789272
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.320848 training's f1_score: 0.757518 valid_1's binary_logloss: 0.399401 valid_1's f1_score: 0.787675 [30] training's binary_logloss: 0.298501 training's f1_score: 0.77435 valid_1's binary_logloss: 0.399651 valid_1's f1_score: 0.783915 Early stopping, best iteration is: [4] training's binary_logloss: 0.378912 training's f1_score: 0.724904 valid_1's binary_logloss: 0.402119 valid_1's f1_score: 0.79845 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.348042 training's f1_score: 0.773265 valid_1's binary_logloss: 0.354502 valid_1's f1_score: 0.657959 [20] training's binary_logloss: 0.318811 training's f1_score: 0.791546 valid_1's binary_logloss: 0.346349 valid_1's f1_score: 0.666667 [30] training's binary_logloss: 0.296134 training's f1_score: 0.806808 valid_1's binary_logloss: 0.344553 valid_1's f1_score: 0.662702 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.286319 training's f1_score: 0.814553 valid_1's binary_logloss: 0.344792 valid_1's f1_score: 0.663815 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329468 training's f1_score: 0.78387 valid_1's binary_logloss: 0.407505 valid_1's f1_score: 0.628099
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304231 training's f1_score: 0.797781 valid_1's binary_logloss: 0.402153 valid_1's f1_score: 0.637657 [30] training's binary_logloss: 0.283042 training's f1_score: 0.817138 valid_1's binary_logloss: 0.403659 valid_1's f1_score: 0.632911 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.272361 training's f1_score: 0.823896 valid_1's binary_logloss: 0.410188 valid_1's f1_score: 0.621507 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.341413 training's f1_score: 0.74315 valid_1's binary_logloss: 0.402243 valid_1's f1_score: 0.773038 [20] training's binary_logloss: 0.312869 training's f1_score: 0.76532 valid_1's binary_logloss: 0.397272 valid_1's f1_score: 0.772532 [30] training's binary_logloss: 0.290258 training's f1_score: 0.782062 valid_1's binary_logloss: 0.404105 valid_1's f1_score: 0.767974 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.281137 training's f1_score: 0.791298 valid_1's binary_logloss: 0.408273 valid_1's f1_score: 0.769399
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.347212 training's f1_score: 0.763562 valid_1's binary_logloss: 0.347973 valid_1's f1_score: 0.735254 [20] training's binary_logloss: 0.322536 training's f1_score: 0.777194 valid_1's binary_logloss: 0.344333 valid_1's f1_score: 0.737997 [30] training's binary_logloss: 0.300923 training's f1_score: 0.792216 valid_1's binary_logloss: 0.341926 valid_1's f1_score: 0.74674 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.28819 training's f1_score: 0.802828 valid_1's binary_logloss: 0.339569 valid_1's f1_score: 0.74829 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.344532 training's f1_score: 0.737622 valid_1's binary_logloss: 0.385334 valid_1's f1_score: 0.797918
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.317535 training's f1_score: 0.759993 valid_1's binary_logloss: 0.38947 valid_1's f1_score: 0.795378 [30] training's binary_logloss: 0.296249 training's f1_score: 0.773758 valid_1's binary_logloss: 0.401143 valid_1's f1_score: 0.782904 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.284322 training's f1_score: 0.784677 valid_1's binary_logloss: 0.399788 valid_1's f1_score: 0.786451
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.344433 training's f1_score: 0.775004 valid_1's binary_logloss: 0.350835 valid_1's f1_score: 0.66947 [20] training's binary_logloss: 0.317648 training's f1_score: 0.792851 valid_1's binary_logloss: 0.343945 valid_1's f1_score: 0.667233 [30] training's binary_logloss: 0.296642 training's f1_score: 0.807385 valid_1's binary_logloss: 0.344418 valid_1's f1_score: 0.667238 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.285598 training's f1_score: 0.814323 valid_1's binary_logloss: 0.34698 valid_1's f1_score: 0.658621 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327421 training's f1_score: 0.785001 valid_1's binary_logloss: 0.409481 valid_1's f1_score: 0.630705
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301511 training's f1_score: 0.801553 valid_1's binary_logloss: 0.398622 valid_1's f1_score: 0.642017 [30] training's binary_logloss: 0.280288 training's f1_score: 0.815933 valid_1's binary_logloss: 0.404633 valid_1's f1_score: 0.6369 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267704 training's f1_score: 0.825794 valid_1's binary_logloss: 0.40797 valid_1's f1_score: 0.631489
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33735 training's f1_score: 0.750295 valid_1's binary_logloss: 0.399385 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.30579 training's f1_score: 0.772883 valid_1's binary_logloss: 0.404602 valid_1's f1_score: 0.766828 [30] training's binary_logloss: 0.284072 training's f1_score: 0.790378 valid_1's binary_logloss: 0.40856 valid_1's f1_score: 0.756018 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.273165 training's f1_score: 0.801037 valid_1's binary_logloss: 0.411974 valid_1's f1_score: 0.758091 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.345959 training's f1_score: 0.755891 valid_1's binary_logloss: 0.348429 valid_1's f1_score: 0.736413
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.31811 training's f1_score: 0.780457 valid_1's binary_logloss: 0.339747 valid_1's f1_score: 0.74406 [30] training's binary_logloss: 0.296604 training's f1_score: 0.795689 valid_1's binary_logloss: 0.340553 valid_1's f1_score: 0.747253 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.283249 training's f1_score: 0.806853 valid_1's binary_logloss: 0.338519 valid_1's f1_score: 0.74674
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.346578 training's f1_score: 0.73428 valid_1's binary_logloss: 0.391111 valid_1's f1_score: 0.790499 [20] training's binary_logloss: 0.318741 training's f1_score: 0.759546 valid_1's binary_logloss: 0.401821 valid_1's f1_score: 0.786441 [30] training's binary_logloss: 0.297227 training's f1_score: 0.774853 valid_1's binary_logloss: 0.402482 valid_1's f1_score: 0.785156 Early stopping, best iteration is: [2] training's binary_logloss: 0.398002 training's f1_score: 0.713328 valid_1's binary_logloss: 0.428672 valid_1's f1_score: 0.8 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.343771 training's f1_score: 0.773663 valid_1's binary_logloss: 0.358041 valid_1's f1_score: 0.646025 [20] training's binary_logloss: 0.31637 training's f1_score: 0.793598 valid_1's binary_logloss: 0.350299 valid_1's f1_score: 0.654882 [30] training's binary_logloss: 0.293778 training's f1_score: 0.808124 valid_1's binary_logloss: 0.351751 valid_1's f1_score: 0.65338 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.283272 training's f1_score: 0.818658 valid_1's binary_logloss: 0.356371 valid_1's f1_score: 0.652814 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327478 training's f1_score: 0.782104 valid_1's binary_logloss: 0.40931 valid_1's f1_score: 0.625817
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.303468 training's f1_score: 0.798089 valid_1's binary_logloss: 0.410158 valid_1's f1_score: 0.626364 [30] training's binary_logloss: 0.280643 training's f1_score: 0.815416 valid_1's binary_logloss: 0.413995 valid_1's f1_score: 0.631933 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268795 training's f1_score: 0.823382 valid_1's binary_logloss: 0.412335 valid_1's f1_score: 0.628667
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339899 training's f1_score: 0.746174 valid_1's binary_logloss: 0.400069 valid_1's f1_score: 0.778892 [20] training's binary_logloss: 0.306038 training's f1_score: 0.776815 valid_1's binary_logloss: 0.405099 valid_1's f1_score: 0.782372 [30] training's binary_logloss: 0.288045 training's f1_score: 0.787817 valid_1's binary_logloss: 0.41392 valid_1's f1_score: 0.77607 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.277898 training's f1_score: 0.795901 valid_1's binary_logloss: 0.415231 valid_1's f1_score: 0.770248 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.344871 training's f1_score: 0.758937 valid_1's binary_logloss: 0.345961 valid_1's f1_score: 0.738652
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.317633 training's f1_score: 0.781235 valid_1's binary_logloss: 0.345424 valid_1's f1_score: 0.744828 [30] training's binary_logloss: 0.294068 training's f1_score: 0.799223 valid_1's binary_logloss: 0.340416 valid_1's f1_score: 0.757997 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.281919 training's f1_score: 0.804471 valid_1's binary_logloss: 0.345189 valid_1's f1_score: 0.752078 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.343027 training's f1_score: 0.740779 valid_1's binary_logloss: 0.384251 valid_1's f1_score: 0.792578 [20] training's binary_logloss: 0.316991 training's f1_score: 0.757338 valid_1's binary_logloss: 0.395705 valid_1's f1_score: 0.787966 [30] training's binary_logloss: 0.290934 training's f1_score: 0.779826 valid_1's binary_logloss: 0.40238 valid_1's f1_score: 0.785784 Early stopping, best iteration is: [2] training's binary_logloss: 0.396454 training's f1_score: 0.713328 valid_1's binary_logloss: 0.425177 valid_1's f1_score: 0.8
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342622 training's f1_score: 0.776897 valid_1's binary_logloss: 0.351264 valid_1's f1_score: 0.650542 [20] training's binary_logloss: 0.315024 training's f1_score: 0.794805 valid_1's binary_logloss: 0.34793 valid_1's f1_score: 0.649573 [30] training's binary_logloss: 0.292493 training's f1_score: 0.805727 valid_1's binary_logloss: 0.350568 valid_1's f1_score: 0.643556 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.279549 training's f1_score: 0.818701 valid_1's binary_logloss: 0.34571 valid_1's f1_score: 0.634495 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327285 training's f1_score: 0.782688 valid_1's binary_logloss: 0.419299 valid_1's f1_score: 0.614007
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300214 training's f1_score: 0.801919 valid_1's binary_logloss: 0.406211 valid_1's f1_score: 0.624054 [30] training's binary_logloss: 0.277555 training's f1_score: 0.818577 valid_1's binary_logloss: 0.417288 valid_1's f1_score: 0.615772 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263856 training's f1_score: 0.823676 valid_1's binary_logloss: 0.415643 valid_1's f1_score: 0.634228 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.337106 training's f1_score: 0.748875 valid_1's binary_logloss: 0.403336 valid_1's f1_score: 0.77037 [20] training's binary_logloss: 0.302343 training's f1_score: 0.777415 valid_1's binary_logloss: 0.402281 valid_1's f1_score: 0.768733 [30] training's binary_logloss: 0.279453 training's f1_score: 0.797514 valid_1's binary_logloss: 0.402024 valid_1's f1_score: 0.774228 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.269015 training's f1_score: 0.806702 valid_1's binary_logloss: 0.409464 valid_1's f1_score: 0.77098
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.343204 training's f1_score: 0.764378 valid_1's binary_logloss: 0.346742 valid_1's f1_score: 0.744186 [20] training's binary_logloss: 0.316538 training's f1_score: 0.783111 valid_1's binary_logloss: 0.345255 valid_1's f1_score: 0.739427 [30] training's binary_logloss: 0.292115 training's f1_score: 0.802792 valid_1's binary_logloss: 0.342785 valid_1's f1_score: 0.754665 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.27881 training's f1_score: 0.813681 valid_1's binary_logloss: 0.345306 valid_1's f1_score: 0.74896 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.345807 training's f1_score: 0.739943 valid_1's binary_logloss: 0.399454 valid_1's f1_score: 0.79222
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.314731 training's f1_score: 0.766075 valid_1's binary_logloss: 0.411238 valid_1's f1_score: 0.78668 [30] training's binary_logloss: 0.289319 training's f1_score: 0.788324 valid_1's binary_logloss: 0.406876 valid_1's f1_score: 0.786099 Early stopping, best iteration is: [2] training's binary_logloss: 0.395227 training's f1_score: 0.713328 valid_1's binary_logloss: 0.422147 valid_1's f1_score: 0.799592 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.342185 training's f1_score: 0.778501 valid_1's binary_logloss: 0.349091 valid_1's f1_score: 0.660082 [20] training's binary_logloss: 0.313884 training's f1_score: 0.795971 valid_1's binary_logloss: 0.352408 valid_1's f1_score: 0.653716 [30] training's binary_logloss: 0.287877 training's f1_score: 0.814358 valid_1's binary_logloss: 0.346694 valid_1's f1_score: 0.65974 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.275629 training's f1_score: 0.82171 valid_1's binary_logloss: 0.342039 valid_1's f1_score: 0.661984 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322917 training's f1_score: 0.788335 valid_1's binary_logloss: 0.413885 valid_1's f1_score: 0.625616
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298028 training's f1_score: 0.802603 valid_1's binary_logloss: 0.422256 valid_1's f1_score: 0.618812 [30] training's binary_logloss: 0.280876 training's f1_score: 0.819157 valid_1's binary_logloss: 0.427148 valid_1's f1_score: 0.614108 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266674 training's f1_score: 0.82821 valid_1's binary_logloss: 0.433166 valid_1's f1_score: 0.604149
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334995 training's f1_score: 0.752981 valid_1's binary_logloss: 0.400567 valid_1's f1_score: 0.775467 [20] training's binary_logloss: 0.29988 training's f1_score: 0.775412 valid_1's binary_logloss: 0.400938 valid_1's f1_score: 0.768473 [30] training's binary_logloss: 0.27695 training's f1_score: 0.795376 valid_1's binary_logloss: 0.40105 valid_1's f1_score: 0.768636 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26478 training's f1_score: 0.806121 valid_1's binary_logloss: 0.409802 valid_1's f1_score: 0.762222 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341146 training's f1_score: 0.764158 valid_1's binary_logloss: 0.34586 valid_1's f1_score: 0.733106
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.311147 training's f1_score: 0.786754 valid_1's binary_logloss: 0.336938 valid_1's f1_score: 0.744122 [30] training's binary_logloss: 0.291524 training's f1_score: 0.802437 valid_1's binary_logloss: 0.338637 valid_1's f1_score: 0.744251 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.277657 training's f1_score: 0.807413 valid_1's binary_logloss: 0.342355 valid_1's f1_score: 0.749824 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.343722 training's f1_score: 0.742576 valid_1's binary_logloss: 0.39296 valid_1's f1_score: 0.7901 [20] training's binary_logloss: 0.3114 training's f1_score: 0.764037 valid_1's binary_logloss: 0.402587 valid_1's f1_score: 0.791526 [30] training's binary_logloss: 0.287586 training's f1_score: 0.780919 valid_1's binary_logloss: 0.410282 valid_1's f1_score: 0.789448 Early stopping, best iteration is: [2] training's binary_logloss: 0.39434 training's f1_score: 0.715024 valid_1's binary_logloss: 0.419249 valid_1's f1_score: 0.799232
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337903 training's f1_score: 0.778938 valid_1's binary_logloss: 0.349601 valid_1's f1_score: 0.656514 [20] training's binary_logloss: 0.309899 training's f1_score: 0.797349 valid_1's binary_logloss: 0.352082 valid_1's f1_score: 0.65812 [30] training's binary_logloss: 0.285315 training's f1_score: 0.817221 valid_1's binary_logloss: 0.353468 valid_1's f1_score: 0.656947 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.273615 training's f1_score: 0.822468 valid_1's binary_logloss: 0.354216 valid_1's f1_score: 0.649306 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322012 training's f1_score: 0.789772 valid_1's binary_logloss: 0.419633 valid_1's f1_score: 0.611021
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294264 training's f1_score: 0.804307 valid_1's binary_logloss: 0.419485 valid_1's f1_score: 0.616027 [30] training's binary_logloss: 0.271785 training's f1_score: 0.822588 valid_1's binary_logloss: 0.423468 valid_1's f1_score: 0.621849 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258626 training's f1_score: 0.829599 valid_1's binary_logloss: 0.423823 valid_1's f1_score: 0.616807 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333122 training's f1_score: 0.749371 valid_1's binary_logloss: 0.399831 valid_1's f1_score: 0.778373 [20] training's binary_logloss: 0.302343 training's f1_score: 0.778958 valid_1's binary_logloss: 0.404859 valid_1's f1_score: 0.767896 [30] training's binary_logloss: 0.277921 training's f1_score: 0.795799 valid_1's binary_logloss: 0.404869 valid_1's f1_score: 0.775465 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265692 training's f1_score: 0.806446 valid_1's binary_logloss: 0.410637 valid_1's f1_score: 0.769484
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340739 training's f1_score: 0.760372 valid_1's binary_logloss: 0.347655 valid_1's f1_score: 0.738567 [20] training's binary_logloss: 0.313694 training's f1_score: 0.78449 valid_1's binary_logloss: 0.34619 valid_1's f1_score: 0.744345 [30] training's binary_logloss: 0.292999 training's f1_score: 0.801225 valid_1's binary_logloss: 0.352789 valid_1's f1_score: 0.73916 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.281389 training's f1_score: 0.808938 valid_1's binary_logloss: 0.349029 valid_1's f1_score: 0.731333 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339503 training's f1_score: 0.742188 valid_1's binary_logloss: 0.390781 valid_1's f1_score: 0.790988
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.309808 training's f1_score: 0.764837 valid_1's binary_logloss: 0.409159 valid_1's f1_score: 0.787879 [30] training's binary_logloss: 0.284152 training's f1_score: 0.782624 valid_1's binary_logloss: 0.414619 valid_1's f1_score: 0.780107 Early stopping, best iteration is: [2] training's binary_logloss: 0.393674 training's f1_score: 0.715024 valid_1's binary_logloss: 0.417047 valid_1's f1_score: 0.798848 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.339397 training's f1_score: 0.778742 valid_1's binary_logloss: 0.351648 valid_1's f1_score: 0.653814 [20] training's binary_logloss: 0.308824 training's f1_score: 0.799815 valid_1's binary_logloss: 0.343658 valid_1's f1_score: 0.683219 [30] training's binary_logloss: 0.284608 training's f1_score: 0.811854 valid_1's binary_logloss: 0.347907 valid_1's f1_score: 0.6586 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.272346 training's f1_score: 0.820306 valid_1's binary_logloss: 0.349389 valid_1's f1_score: 0.663763
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323545 training's f1_score: 0.788715 valid_1's binary_logloss: 0.407807 valid_1's f1_score: 0.631148 [20] training's binary_logloss: 0.292519 training's f1_score: 0.80824 valid_1's binary_logloss: 0.415336 valid_1's f1_score: 0.629475 [30] training's binary_logloss: 0.267215 training's f1_score: 0.824597 valid_1's binary_logloss: 0.425304 valid_1's f1_score: 0.615905 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254101 training's f1_score: 0.83182 valid_1's binary_logloss: 0.425322 valid_1's f1_score: 0.616299 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330746 training's f1_score: 0.752539 valid_1's binary_logloss: 0.399377 valid_1's f1_score: 0.776948
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299715 training's f1_score: 0.778955 valid_1's binary_logloss: 0.40029 valid_1's f1_score: 0.770753 [30] training's binary_logloss: 0.275064 training's f1_score: 0.794748 valid_1's binary_logloss: 0.407758 valid_1's f1_score: 0.769315 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262743 training's f1_score: 0.807639 valid_1's binary_logloss: 0.412369 valid_1's f1_score: 0.765351
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338799 training's f1_score: 0.765499 valid_1's binary_logloss: 0.347775 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.3082 training's f1_score: 0.788335 valid_1's binary_logloss: 0.346404 valid_1's f1_score: 0.745367 [30] training's binary_logloss: 0.285499 training's f1_score: 0.8042 valid_1's binary_logloss: 0.350663 valid_1's f1_score: 0.744884 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.273386 training's f1_score: 0.809693 valid_1's binary_logloss: 0.351842 valid_1's f1_score: 0.741344 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340168 training's f1_score: 0.742788 valid_1's binary_logloss: 0.394518 valid_1's f1_score: 0.792164
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.311681 training's f1_score: 0.764006 valid_1's binary_logloss: 0.408411 valid_1's f1_score: 0.78452 [30] training's binary_logloss: 0.289649 training's f1_score: 0.781809 valid_1's binary_logloss: 0.407236 valid_1's f1_score: 0.785092 Early stopping, best iteration is: [4] training's binary_logloss: 0.376034 training's f1_score: 0.725207 valid_1's binary_logloss: 0.398149 valid_1's f1_score: 0.801147
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337412 training's f1_score: 0.780458 valid_1's binary_logloss: 0.347648 valid_1's f1_score: 0.644125 [20] training's binary_logloss: 0.310519 training's f1_score: 0.797907 valid_1's binary_logloss: 0.349223 valid_1's f1_score: 0.642361 [30] training's binary_logloss: 0.284831 training's f1_score: 0.815802 valid_1's binary_logloss: 0.349798 valid_1's f1_score: 0.651449 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271705 training's f1_score: 0.827758 valid_1's binary_logloss: 0.353275 valid_1's f1_score: 0.650264 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.320279 training's f1_score: 0.787041 valid_1's binary_logloss: 0.410407 valid_1's f1_score: 0.618333
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297167 training's f1_score: 0.803406 valid_1's binary_logloss: 0.418873 valid_1's f1_score: 0.610282 [30] training's binary_logloss: 0.271622 training's f1_score: 0.82101 valid_1's binary_logloss: 0.430345 valid_1's f1_score: 0.613579 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256235 training's f1_score: 0.834306 valid_1's binary_logloss: 0.432667 valid_1's f1_score: 0.612795 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332593 training's f1_score: 0.754463 valid_1's binary_logloss: 0.407128 valid_1's f1_score: 0.775576 [20] training's binary_logloss: 0.302037 training's f1_score: 0.775656 valid_1's binary_logloss: 0.412658 valid_1's f1_score: 0.779698 [30] training's binary_logloss: 0.277125 training's f1_score: 0.796274 valid_1's binary_logloss: 0.412842 valid_1's f1_score: 0.77345 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263166 training's f1_score: 0.807451 valid_1's binary_logloss: 0.42488 valid_1's f1_score: 0.769907 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336861 training's f1_score: 0.767482 valid_1's binary_logloss: 0.344022 valid_1's f1_score: 0.743869 [20] training's binary_logloss: 0.307006 training's f1_score: 0.792495 valid_1's binary_logloss: 0.34117 valid_1's f1_score: 0.753664
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.282706 training's f1_score: 0.808662 valid_1's binary_logloss: 0.356393 valid_1's f1_score: 0.747729 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.269178 training's f1_score: 0.814191 valid_1's binary_logloss: 0.359578 valid_1's f1_score: 0.742777 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340723 training's f1_score: 0.740464 valid_1's binary_logloss: 0.396442 valid_1's f1_score: 0.787704
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.309397 training's f1_score: 0.767293 valid_1's binary_logloss: 0.413216 valid_1's f1_score: 0.780842 [30] training's binary_logloss: 0.283522 training's f1_score: 0.788006 valid_1's binary_logloss: 0.418511 valid_1's f1_score: 0.777616 Early stopping, best iteration is: [2] training's binary_logloss: 0.391976 training's f1_score: 0.718695 valid_1's binary_logloss: 0.41288 valid_1's f1_score: 0.8 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332552 training's f1_score: 0.785419 valid_1's binary_logloss: 0.345307 valid_1's f1_score: 0.658142 [20] training's binary_logloss: 0.304777 training's f1_score: 0.801731 valid_1's binary_logloss: 0.345283 valid_1's f1_score: 0.656357 [30] training's binary_logloss: 0.281473 training's f1_score: 0.815033 valid_1's binary_logloss: 0.355363 valid_1's f1_score: 0.639515 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.272487 training's f1_score: 0.821506 valid_1's binary_logloss: 0.358703 valid_1's f1_score: 0.640207 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321972 training's f1_score: 0.780392 valid_1's binary_logloss: 0.408184 valid_1's f1_score: 0.628247
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.291671 training's f1_score: 0.807782 valid_1's binary_logloss: 0.406049 valid_1's f1_score: 0.630616 [30] training's binary_logloss: 0.282291 training's f1_score: 0.822059 valid_1's binary_logloss: 0.444584 valid_1's f1_score: 0.623116 Did not meet early stopping. Best iteration is: [33] training's binary_logloss: 0.274244 training's f1_score: 0.827305 valid_1's binary_logloss: 0.448146 valid_1's f1_score: 0.62342 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332606 training's f1_score: 0.752479 valid_1's binary_logloss: 0.406339 valid_1's f1_score: 0.776421 [20] training's binary_logloss: 0.301366 training's f1_score: 0.775698 valid_1's binary_logloss: 0.408545 valid_1's f1_score: 0.771382 [30] training's binary_logloss: 0.27313 training's f1_score: 0.800898 valid_1's binary_logloss: 0.42693 valid_1's f1_score: 0.774123 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259208 training's f1_score: 0.8152 valid_1's binary_logloss: 0.433972 valid_1's f1_score: 0.760331 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336845 training's f1_score: 0.767795 valid_1's binary_logloss: 0.348775 valid_1's f1_score: 0.738739 [20] training's binary_logloss: 0.308717 training's f1_score: 0.784232 valid_1's binary_logloss: 0.344449 valid_1's f1_score: 0.738764
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.28484 training's f1_score: 0.803101 valid_1's binary_logloss: 0.354281 valid_1's f1_score: 0.737878 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.274096 training's f1_score: 0.809269 valid_1's binary_logloss: 0.362307 valid_1's f1_score: 0.73324 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.343344 training's f1_score: 0.73521 valid_1's binary_logloss: 0.399552 valid_1's f1_score: 0.788342 [20] training's binary_logloss: 0.309334 training's f1_score: 0.765899 valid_1's binary_logloss: 0.425185 valid_1's f1_score: 0.776062 [30] training's binary_logloss: 0.278064 training's f1_score: 0.793773 valid_1's binary_logloss: 0.425729 valid_1's f1_score: 0.779144 Early stopping, best iteration is: [2] training's binary_logloss: 0.391864 training's f1_score: 0.717105 valid_1's binary_logloss: 0.411615 valid_1's f1_score: 0.796135 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333981 training's f1_score: 0.779583 valid_1's binary_logloss: 0.359507 valid_1's f1_score: 0.659341 [20] training's binary_logloss: 0.305846 training's f1_score: 0.800371 valid_1's binary_logloss: 0.375458 valid_1's f1_score: 0.650726
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.28029 training's f1_score: 0.81879 valid_1's binary_logloss: 0.379337 valid_1's f1_score: 0.640845 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266118 training's f1_score: 0.826679 valid_1's binary_logloss: 0.381608 valid_1's f1_score: 0.63867 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318903 training's f1_score: 0.791047 valid_1's binary_logloss: 0.411292 valid_1's f1_score: 0.615257
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.290548 training's f1_score: 0.810651 valid_1's binary_logloss: 0.410483 valid_1's f1_score: 0.620456 [30] training's binary_logloss: 0.265603 training's f1_score: 0.826345 valid_1's binary_logloss: 0.402313 valid_1's f1_score: 0.623932 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253208 training's f1_score: 0.834228 valid_1's binary_logloss: 0.402876 valid_1's f1_score: 0.62033 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331082 training's f1_score: 0.75395 valid_1's binary_logloss: 0.403978 valid_1's f1_score: 0.776596 [20] training's binary_logloss: 0.295721 training's f1_score: 0.781378 valid_1's binary_logloss: 0.410582 valid_1's f1_score: 0.774678 [30] training's binary_logloss: 0.276845 training's f1_score: 0.799036 valid_1's binary_logloss: 0.420412 valid_1's f1_score: 0.771968 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261682 training's f1_score: 0.812532 valid_1's binary_logloss: 0.426616 valid_1's f1_score: 0.773803
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338086 training's f1_score: 0.763688 valid_1's binary_logloss: 0.348254 valid_1's f1_score: 0.732008 [20] training's binary_logloss: 0.307248 training's f1_score: 0.788024 valid_1's binary_logloss: 0.352091 valid_1's f1_score: 0.735314 [30] training's binary_logloss: 0.291697 training's f1_score: 0.798841 valid_1's binary_logloss: 0.382682 valid_1's f1_score: 0.731168 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.276107 training's f1_score: 0.814131 valid_1's binary_logloss: 0.383645 valid_1's f1_score: 0.734353 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339286 training's f1_score: 0.743043 valid_1's binary_logloss: 0.395861 valid_1's f1_score: 0.788921
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.309646 training's f1_score: 0.766426 valid_1's binary_logloss: 0.427422 valid_1's f1_score: 0.77907 [30] training's binary_logloss: 0.281649 training's f1_score: 0.784232 valid_1's binary_logloss: 0.439746 valid_1's f1_score: 0.779794 Early stopping, best iteration is: [2] training's binary_logloss: 0.391936 training's f1_score: 0.717105 valid_1's binary_logloss: 0.410635 valid_1's f1_score: 0.796135 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333202 training's f1_score: 0.778867 valid_1's binary_logloss: 0.362113 valid_1's f1_score: 0.658804 [20] training's binary_logloss: 0.303395 training's f1_score: 0.80304 valid_1's binary_logloss: 0.371261 valid_1's f1_score: 0.622922 [30] training's binary_logloss: 0.281678 training's f1_score: 0.815773 valid_1's binary_logloss: 0.390382 valid_1's f1_score: 0.628171 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26898 training's f1_score: 0.823749 valid_1's binary_logloss: 0.393835 valid_1's f1_score: 0.626527 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318406 training's f1_score: 0.791416 valid_1's binary_logloss: 0.422585 valid_1's f1_score: 0.614754 [20] training's binary_logloss: 0.291585 training's f1_score: 0.806733 valid_1's binary_logloss: 0.438207 valid_1's f1_score: 0.611157
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.26541 training's f1_score: 0.824606 valid_1's binary_logloss: 0.456246 valid_1's f1_score: 0.599163 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250267 training's f1_score: 0.834807 valid_1's binary_logloss: 0.46717 valid_1's f1_score: 0.595179 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332054 training's f1_score: 0.757213 valid_1's binary_logloss: 0.410592 valid_1's f1_score: 0.767006
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301213 training's f1_score: 0.776722 valid_1's binary_logloss: 0.421215 valid_1's f1_score: 0.762215 [30] training's binary_logloss: 0.277885 training's f1_score: 0.799316 valid_1's binary_logloss: 0.431937 valid_1's f1_score: 0.755654 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262972 training's f1_score: 0.812317 valid_1's binary_logloss: 0.437329 valid_1's f1_score: 0.752344 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.338397 training's f1_score: 0.768066 valid_1's binary_logloss: 0.342186 valid_1's f1_score: 0.743802 [20] training's binary_logloss: 0.305566 training's f1_score: 0.790817 valid_1's binary_logloss: 0.351392 valid_1's f1_score: 0.741403 [30] training's binary_logloss: 0.279662 training's f1_score: 0.810258 valid_1's binary_logloss: 0.356461 valid_1's f1_score: 0.739612 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266745 training's f1_score: 0.820104 valid_1's binary_logloss: 0.354965 valid_1's f1_score: 0.733101 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336284 training's f1_score: 0.747934 valid_1's binary_logloss: 0.400862 valid_1's f1_score: 0.784314 [20] training's binary_logloss: 0.306216 training's f1_score: 0.772523 valid_1's binary_logloss: 0.412832 valid_1's f1_score: 0.78063
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.272061 training's f1_score: 0.799645 valid_1's binary_logloss: 0.423538 valid_1's f1_score: 0.785996 Early stopping, best iteration is: [2] training's binary_logloss: 0.392171 training's f1_score: 0.717203 valid_1's binary_logloss: 0.409915 valid_1's f1_score: 0.796135 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334307 training's f1_score: 0.782595 valid_1's binary_logloss: 0.343299 valid_1's f1_score: 0.67013 [20] training's binary_logloss: 0.304125 training's f1_score: 0.801912 valid_1's binary_logloss: 0.355403 valid_1's f1_score: 0.653482
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.277017 training's f1_score: 0.820617 valid_1's binary_logloss: 0.355225 valid_1's f1_score: 0.649782 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26553 training's f1_score: 0.829246 valid_1's binary_logloss: 0.363087 valid_1's f1_score: 0.646341 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319711 training's f1_score: 0.789417 valid_1's binary_logloss: 0.428003 valid_1's f1_score: 0.615008
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293531 training's f1_score: 0.805115 valid_1's binary_logloss: 0.437889 valid_1's f1_score: 0.626841 [30] training's binary_logloss: 0.268918 training's f1_score: 0.823328 valid_1's binary_logloss: 0.45197 valid_1's f1_score: 0.622002 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253224 training's f1_score: 0.835662 valid_1's binary_logloss: 0.461382 valid_1's f1_score: 0.609635 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328833 training's f1_score: 0.755818 valid_1's binary_logloss: 0.408093 valid_1's f1_score: 0.765499 [20] training's binary_logloss: 0.298265 training's f1_score: 0.775064 valid_1's binary_logloss: 0.420857 valid_1's f1_score: 0.753134 [30] training's binary_logloss: 0.27435 training's f1_score: 0.798693 valid_1's binary_logloss: 0.433674 valid_1's f1_score: 0.756963 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258295 training's f1_score: 0.817409 valid_1's binary_logloss: 0.443474 valid_1's f1_score: 0.754612 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335759 training's f1_score: 0.770406 valid_1's binary_logloss: 0.346538 valid_1's f1_score: 0.736988
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.312046 training's f1_score: 0.787159 valid_1's binary_logloss: 0.3606 valid_1's f1_score: 0.745505 [30] training's binary_logloss: 0.30189 training's f1_score: 0.8 valid_1's binary_logloss: 0.364851 valid_1's f1_score: 0.754349 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.279812 training's f1_score: 0.813719 valid_1's binary_logloss: 0.365248 valid_1's f1_score: 0.74807 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.3345 training's f1_score: 0.746448 valid_1's binary_logloss: 0.406382 valid_1's f1_score: 0.781984 [20] training's binary_logloss: 0.304341 training's f1_score: 0.768752 valid_1's binary_logloss: 0.425979 valid_1's f1_score: 0.77794 [30] training's binary_logloss: 0.274443 training's f1_score: 0.795262 valid_1's binary_logloss: 0.441171 valid_1's f1_score: 0.776459 Early stopping, best iteration is: [2] training's binary_logloss: 0.392548 training's f1_score: 0.717203 valid_1's binary_logloss: 0.409428 valid_1's f1_score: 0.796135
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337943 training's f1_score: 0.781004 valid_1's binary_logloss: 0.35525 valid_1's f1_score: 0.649416 [20] training's binary_logloss: 0.303782 training's f1_score: 0.799879 valid_1's binary_logloss: 0.359584 valid_1's f1_score: 0.638225 [30] training's binary_logloss: 0.279312 training's f1_score: 0.816819 valid_1's binary_logloss: 0.367238 valid_1's f1_score: 0.637782 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268005 training's f1_score: 0.823383 valid_1's binary_logloss: 0.374388 valid_1's f1_score: 0.625543 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319772 training's f1_score: 0.785494 valid_1's binary_logloss: 0.417957 valid_1's f1_score: 0.617886
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292912 training's f1_score: 0.804415 valid_1's binary_logloss: 0.42383 valid_1's f1_score: 0.628763 [30] training's binary_logloss: 0.269143 training's f1_score: 0.823863 valid_1's binary_logloss: 0.431594 valid_1's f1_score: 0.618333 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256988 training's f1_score: 0.832861 valid_1's binary_logloss: 0.439883 valid_1's f1_score: 0.604845 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327301 training's f1_score: 0.758819 valid_1's binary_logloss: 0.411313 valid_1's f1_score: 0.770053 [20] training's binary_logloss: 0.289297 training's f1_score: 0.786755 valid_1's binary_logloss: 0.429869 valid_1's f1_score: 0.762629 [30] training's binary_logloss: 0.272581 training's f1_score: 0.806609 valid_1's binary_logloss: 0.437891 valid_1's f1_score: 0.756284 Early stopping, best iteration is: [4] training's binary_logloss: 0.359616 training's f1_score: 0.736277 valid_1's binary_logloss: 0.408365 valid_1's f1_score: 0.77672 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336129 training's f1_score: 0.771238 valid_1's binary_logloss: 0.351742 valid_1's f1_score: 0.734021 [20] training's binary_logloss: 0.313523 training's f1_score: 0.790435 valid_1's binary_logloss: 0.366064 valid_1's f1_score: 0.73255
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.307133 training's f1_score: 0.798897 valid_1's binary_logloss: 0.439324 valid_1's f1_score: 0.730663 Did not meet early stopping. Best iteration is: [33] training's binary_logloss: 0.293086 training's f1_score: 0.801548 valid_1's binary_logloss: 0.45253 valid_1's f1_score: 0.729655 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337502 training's f1_score: 0.745058 valid_1's binary_logloss: 0.407367 valid_1's f1_score: 0.791304
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.305778 training's f1_score: 0.771118 valid_1's binary_logloss: 0.436587 valid_1's f1_score: 0.776149 [30] training's binary_logloss: 0.277671 training's f1_score: 0.785877 valid_1's binary_logloss: 0.446261 valid_1's f1_score: 0.770064 Early stopping, best iteration is: [2] training's binary_logloss: 0.390582 training's f1_score: 0.71951 valid_1's binary_logloss: 0.405189 valid_1's f1_score: 0.799417 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.334563 training's f1_score: 0.777913 valid_1's binary_logloss: 0.359265 valid_1's f1_score: 0.636287 [20] training's binary_logloss: 0.300425 training's f1_score: 0.805291 valid_1's binary_logloss: 0.363909 valid_1's f1_score: 0.642669 [30] training's binary_logloss: 0.273532 training's f1_score: 0.828669 valid_1's binary_logloss: 0.371778 valid_1's f1_score: 0.629991 Early stopping, best iteration is: [1] training's binary_logloss: 0.429416 training's f1_score: 0.743261 valid_1's binary_logloss: 0.407695 valid_1's f1_score: 0.651685
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318866 training's f1_score: 0.790203 valid_1's binary_logloss: 0.409345 valid_1's f1_score: 0.631492 [20] training's binary_logloss: 0.289225 training's f1_score: 0.805283 valid_1's binary_logloss: 0.418293 valid_1's f1_score: 0.624382 [30] training's binary_logloss: 0.266538 training's f1_score: 0.82984 valid_1's binary_logloss: 0.425463 valid_1's f1_score: 0.623032 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250316 training's f1_score: 0.838598 valid_1's binary_logloss: 0.421187 valid_1's f1_score: 0.630872 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327666 training's f1_score: 0.758773 valid_1's binary_logloss: 0.415466 valid_1's f1_score: 0.771568
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301638 training's f1_score: 0.779314 valid_1's binary_logloss: 0.428294 valid_1's f1_score: 0.76605 [30] training's binary_logloss: 0.277945 training's f1_score: 0.794057 valid_1's binary_logloss: 0.442821 valid_1's f1_score: 0.754779 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261033 training's f1_score: 0.810262 valid_1's binary_logloss: 0.454388 valid_1's f1_score: 0.753575
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33701 training's f1_score: 0.766908 valid_1's binary_logloss: 0.352635 valid_1's f1_score: 0.740082 [20] training's binary_logloss: 0.298733 training's f1_score: 0.796192 valid_1's binary_logloss: 0.35168 valid_1's f1_score: 0.742739 [30] training's binary_logloss: 0.274165 training's f1_score: 0.814502 valid_1's binary_logloss: 0.365069 valid_1's f1_score: 0.74198 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258911 training's f1_score: 0.822215 valid_1's binary_logloss: 0.377662 valid_1's f1_score: 0.728972 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33823 training's f1_score: 0.746407 valid_1's binary_logloss: 0.398216 valid_1's f1_score: 0.790361
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.306889 training's f1_score: 0.770934 valid_1's binary_logloss: 0.420367 valid_1's f1_score: 0.78295 [30] training's binary_logloss: 0.275249 training's f1_score: 0.788936 valid_1's binary_logloss: 0.433944 valid_1's f1_score: 0.773744 Early stopping, best iteration is: [1] training's binary_logloss: 0.413869 training's f1_score: 0.698669 valid_1's binary_logloss: 0.430082 valid_1's f1_score: 0.795012 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332066 training's f1_score: 0.78414 valid_1's binary_logloss: 0.35906 valid_1's f1_score: 0.641667 [20] training's binary_logloss: 0.299236 training's f1_score: 0.803604 valid_1's binary_logloss: 0.374174 valid_1's f1_score: 0.630363 [30] training's binary_logloss: 0.274256 training's f1_score: 0.819359 valid_1's binary_logloss: 0.392416 valid_1's f1_score: 0.628044 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260223 training's f1_score: 0.831475 valid_1's binary_logloss: 0.394692 valid_1's f1_score: 0.631845 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318057 training's f1_score: 0.790748 valid_1's binary_logloss: 0.420483 valid_1's f1_score: 0.618152
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.34074 training's f1_score: 0.808293 valid_1's binary_logloss: 0.47453 valid_1's f1_score: 0.629843 [30] training's binary_logloss: 0.275142 training's f1_score: 0.8268 valid_1's binary_logloss: 0.464862 valid_1's f1_score: 0.617304 Early stopping, best iteration is: [5] training's binary_logloss: 0.340668 training's f1_score: 0.775943 valid_1's binary_logloss: 0.41409 valid_1's f1_score: 0.597111 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32737 training's f1_score: 0.755308 valid_1's binary_logloss: 0.418005 valid_1's f1_score: 0.769148 [20] training's binary_logloss: 0.293164 training's f1_score: 0.783399 valid_1's binary_logloss: 0.441356 valid_1's f1_score: 0.762479 [30] training's binary_logloss: 0.264106 training's f1_score: 0.806407 valid_1's binary_logloss: 0.462044 valid_1's f1_score: 0.754989 Early stopping, best iteration is: [3] training's binary_logloss: 0.364858 training's f1_score: 0.739367 valid_1's binary_logloss: 0.40899 valid_1's f1_score: 0.772362
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336319 training's f1_score: 0.763104 valid_1's binary_logloss: 0.346451 valid_1's f1_score: 0.737772 [20] training's binary_logloss: 0.3069 training's f1_score: 0.783771 valid_1's binary_logloss: 0.35051 valid_1's f1_score: 0.733106 [30] training's binary_logloss: 0.280185 training's f1_score: 0.804961 valid_1's binary_logloss: 0.364647 valid_1's f1_score: 0.729655 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264548 training's f1_score: 0.819709 valid_1's binary_logloss: 0.368516 valid_1's f1_score: 0.738589 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334351 training's f1_score: 0.753224 valid_1's binary_logloss: 0.411798 valid_1's f1_score: 0.787761
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299975 training's f1_score: 0.774194 valid_1's binary_logloss: 0.441028 valid_1's f1_score: 0.772994 [30] training's binary_logloss: 0.268986 training's f1_score: 0.801342 valid_1's binary_logloss: 0.4476 valid_1's f1_score: 0.774162 Early stopping, best iteration is: [4] training's binary_logloss: 0.37111 training's f1_score: 0.726511 valid_1's binary_logloss: 0.40376 valid_1's f1_score: 0.787305 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333765 training's f1_score: 0.78355 valid_1's binary_logloss: 0.360858 valid_1's f1_score: 0.653683 [20] training's binary_logloss: 0.304186 training's f1_score: 0.798033 valid_1's binary_logloss: 0.381613 valid_1's f1_score: 0.605424 [30] training's binary_logloss: 0.274308 training's f1_score: 0.822101 valid_1's binary_logloss: 0.387438 valid_1's f1_score: 0.609756 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258915 training's f1_score: 0.831043 valid_1's binary_logloss: 0.384407 valid_1's f1_score: 0.616341 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318428 training's f1_score: 0.788018 valid_1's binary_logloss: 0.4289 valid_1's f1_score: 0.613115
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.28776 training's f1_score: 0.806843 valid_1's binary_logloss: 0.439564 valid_1's f1_score: 0.601814 [30] training's binary_logloss: 0.265051 training's f1_score: 0.825516 valid_1's binary_logloss: 0.483377 valid_1's f1_score: 0.594505 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249773 training's f1_score: 0.832519 valid_1's binary_logloss: 0.484329 valid_1's f1_score: 0.591334 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335294 training's f1_score: 0.761032 valid_1's binary_logloss: 0.427368 valid_1's f1_score: 0.771568 [20] training's binary_logloss: 0.368227 training's f1_score: 0.777324 valid_1's binary_logloss: 0.478223 valid_1's f1_score: 0.758021 [30] training's binary_logloss: 0.295934 training's f1_score: 0.789833 valid_1's binary_logloss: 0.475135 valid_1's f1_score: 0.751773 Early stopping, best iteration is: [3] training's binary_logloss: 0.364486 training's f1_score: 0.739367 valid_1's binary_logloss: 0.409156 valid_1's f1_score: 0.772362
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337928 training's f1_score: 0.762592 valid_1's binary_logloss: 0.343054 valid_1's f1_score: 0.740893 [20] training's binary_logloss: 0.306516 training's f1_score: 0.789943 valid_1's binary_logloss: 0.349021 valid_1's f1_score: 0.73931 [30] training's binary_logloss: 0.280211 training's f1_score: 0.813131 valid_1's binary_logloss: 0.353918 valid_1's f1_score: 0.734124 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263531 training's f1_score: 0.825376 valid_1's binary_logloss: 0.362253 valid_1's f1_score: 0.727786 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333373 training's f1_score: 0.745078 valid_1's binary_logloss: 0.431374 valid_1's f1_score: 0.777454
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299001 training's f1_score: 0.776099 valid_1's binary_logloss: 0.459812 valid_1's f1_score: 0.766895 [30] training's binary_logloss: 0.271501 training's f1_score: 0.793589 valid_1's binary_logloss: 0.472783 valid_1's f1_score: 0.765957 Early stopping, best iteration is: [1] training's binary_logloss: 0.415079 training's f1_score: 0.698669 valid_1's binary_logloss: 0.427914 valid_1's f1_score: 0.795012 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331578 training's f1_score: 0.781388 valid_1's binary_logloss: 0.365112 valid_1's f1_score: 0.63202 [20] training's binary_logloss: 0.300875 training's f1_score: 0.799876 valid_1's binary_logloss: 0.373738 valid_1's f1_score: 0.633191 [30] training's binary_logloss: 0.277342 training's f1_score: 0.815757 valid_1's binary_logloss: 0.388411 valid_1's f1_score: 0.636128 Early stopping, best iteration is: [1] training's binary_logloss: 0.425935 training's f1_score: 0.743261 valid_1's binary_logloss: 0.406437 valid_1's f1_score: 0.651685
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325711 training's f1_score: 0.782595 valid_1's binary_logloss: 0.416464 valid_1's f1_score: 0.62018 [20] training's binary_logloss: 0.29133 training's f1_score: 0.813454 valid_1's binary_logloss: 0.437387 valid_1's f1_score: 0.601329 [30] training's binary_logloss: 0.264228 training's f1_score: 0.832078 valid_1's binary_logloss: 0.452131 valid_1's f1_score: 0.598147 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24858 training's f1_score: 0.840776 valid_1's binary_logloss: 0.452212 valid_1's f1_score: 0.606684 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324203 training's f1_score: 0.756693 valid_1's binary_logloss: 0.417518 valid_1's f1_score: 0.768649
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294092 training's f1_score: 0.780579 valid_1's binary_logloss: 0.437363 valid_1's f1_score: 0.757056 [30] training's binary_logloss: 0.273194 training's f1_score: 0.8 valid_1's binary_logloss: 0.458786 valid_1's f1_score: 0.753304 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256895 training's f1_score: 0.812489 valid_1's binary_logloss: 0.464608 valid_1's f1_score: 0.749168
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342808 training's f1_score: 0.763913 valid_1's binary_logloss: 0.359339 valid_1's f1_score: 0.737276 [20] training's binary_logloss: 0.342772 training's f1_score: 0.774295 valid_1's binary_logloss: 0.433237 valid_1's f1_score: 0.712598 [30] training's binary_logloss: 0.284932 training's f1_score: 0.803534 valid_1's binary_logloss: 0.366063 valid_1's f1_score: 0.733882 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265873 training's f1_score: 0.81624 valid_1's binary_logloss: 0.366535 valid_1's f1_score: 0.737864
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333649 training's f1_score: 0.749004 valid_1's binary_logloss: 0.4153 valid_1's f1_score: 0.789957 [20] training's binary_logloss: 0.299671 training's f1_score: 0.778031 valid_1's binary_logloss: 0.425744 valid_1's f1_score: 0.778813 [30] training's binary_logloss: 0.268347 training's f1_score: 0.799502 valid_1's binary_logloss: 0.437708 valid_1's f1_score: 0.775612 Early stopping, best iteration is: [3] training's binary_logloss: 0.380164 training's f1_score: 0.717619 valid_1's binary_logloss: 0.402171 valid_1's f1_score: 0.794118 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331826 training's f1_score: 0.783133 valid_1's binary_logloss: 0.36893 valid_1's f1_score: 0.653199
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295152 training's f1_score: 0.807094 valid_1's binary_logloss: 0.393338 valid_1's f1_score: 0.631488 [30] training's binary_logloss: 0.269013 training's f1_score: 0.826596 valid_1's binary_logloss: 0.407981 valid_1's f1_score: 0.62087 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258258 training's f1_score: 0.835886 valid_1's binary_logloss: 0.411427 valid_1's f1_score: 0.628272 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.315256 training's f1_score: 0.791763 valid_1's binary_logloss: 0.420422 valid_1's f1_score: 0.618693 [20] training's binary_logloss: 0.281116 training's f1_score: 0.81449 valid_1's binary_logloss: 0.432504 valid_1's f1_score: 0.609572 [30] training's binary_logloss: 0.254859 training's f1_score: 0.834334 valid_1's binary_logloss: 0.464808 valid_1's f1_score: 0.596284 Early stopping, best iteration is: [5] training's binary_logloss: 0.337972 training's f1_score: 0.778934 valid_1's binary_logloss: 0.417037 valid_1's f1_score: 0.601639 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326301 training's f1_score: 0.759347 valid_1's binary_logloss: 0.409417 valid_1's f1_score: 0.772777 [20] training's binary_logloss: 0.292498 training's f1_score: 0.782221 valid_1's binary_logloss: 0.436447 valid_1's f1_score: 0.761169 [30] training's binary_logloss: 0.261052 training's f1_score: 0.810473 valid_1's binary_logloss: 0.452539 valid_1's f1_score: 0.7468 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247105 training's f1_score: 0.819244 valid_1's binary_logloss: 0.469587 valid_1's f1_score: 0.747894 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337011 training's f1_score: 0.772887 valid_1's binary_logloss: 0.351295 valid_1's f1_score: 0.736842
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304025 training's f1_score: 0.794739 valid_1's binary_logloss: 0.366818 valid_1's f1_score: 0.727018 [30] training's binary_logloss: 0.274243 training's f1_score: 0.817631 valid_1's binary_logloss: 0.370148 valid_1's f1_score: 0.72956 Did not meet early stopping. Best iteration is: [32] training's binary_logloss: 0.270568 training's f1_score: 0.822488 valid_1's binary_logloss: 0.370423 valid_1's f1_score: 0.723823 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336509 training's f1_score: 0.746141 valid_1's binary_logloss: 0.402482 valid_1's f1_score: 0.785542 [20] training's binary_logloss: 0.315393 training's f1_score: 0.770081 valid_1's binary_logloss: 0.439056 valid_1's f1_score: 0.781463 [30] training's binary_logloss: 0.279815 training's f1_score: 0.794521 valid_1's binary_logloss: 0.467539 valid_1's f1_score: 0.771499 Early stopping, best iteration is: [1] training's binary_logloss: 0.417302 training's f1_score: 0.698669 valid_1's binary_logloss: 0.427082 valid_1's f1_score: 0.795012
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332981 training's f1_score: 0.778252 valid_1's binary_logloss: 0.370076 valid_1's f1_score: 0.634921 [20] training's binary_logloss: 0.31255 training's f1_score: 0.799385 valid_1's binary_logloss: 0.442861 valid_1's f1_score: 0.634894 [30] training's binary_logloss: 0.29479 training's f1_score: 0.815363 valid_1's binary_logloss: 0.477467 valid_1's f1_score: 0.619048 Early stopping, best iteration is: [1] training's binary_logloss: 0.424658 training's f1_score: 0.743261 valid_1's binary_logloss: 0.406386 valid_1's f1_score: 0.651685 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.317789 training's f1_score: 0.79094 valid_1's binary_logloss: 0.430592 valid_1's f1_score: 0.615509 [20] training's binary_logloss: 0.288719 training's f1_score: 0.808908 valid_1's binary_logloss: 0.462821 valid_1's f1_score: 0.627677
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.265721 training's f1_score: 0.822357 valid_1's binary_logloss: 0.518616 valid_1's f1_score: 0.621711 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248418 training's f1_score: 0.836398 valid_1's binary_logloss: 0.529918 valid_1's f1_score: 0.607113 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329211 training's f1_score: 0.758491 valid_1's binary_logloss: 0.434212 valid_1's f1_score: 0.762322
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292883 training's f1_score: 0.786976 valid_1's binary_logloss: 0.448504 valid_1's f1_score: 0.744031 [30] training's binary_logloss: 0.268139 training's f1_score: 0.806334 valid_1's binary_logloss: 0.483838 valid_1's f1_score: 0.734671 Early stopping, best iteration is: [4] training's binary_logloss: 0.358849 training's f1_score: 0.736037 valid_1's binary_logloss: 0.414691 valid_1's f1_score: 0.758142 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336852 training's f1_score: 0.764259 valid_1's binary_logloss: 0.354329 valid_1's f1_score: 0.738013 [20] training's binary_logloss: 0.314019 training's f1_score: 0.788066 valid_1's binary_logloss: 0.377872 valid_1's f1_score: 0.733287 [30] training's binary_logloss: 0.285083 training's f1_score: 0.803313 valid_1's binary_logloss: 0.40749 valid_1's f1_score: 0.722338 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270124 training's f1_score: 0.817081 valid_1's binary_logloss: 0.412675 valid_1's f1_score: 0.711174 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340412 training's f1_score: 0.742527 valid_1's binary_logloss: 0.398484 valid_1's f1_score: 0.791124 [20] training's binary_logloss: 0.30193 training's f1_score: 0.772492 valid_1's binary_logloss: 0.433631 valid_1's f1_score: 0.777886
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.27339 training's f1_score: 0.789993 valid_1's binary_logloss: 0.485598 valid_1's f1_score: 0.766449 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251724 training's f1_score: 0.809592 valid_1's binary_logloss: 0.478662 valid_1's f1_score: 0.763105 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334501 training's f1_score: 0.785703 valid_1's binary_logloss: 0.373102 valid_1's f1_score: 0.628141
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.307368 training's f1_score: 0.801604 valid_1's binary_logloss: 0.38963 valid_1's f1_score: 0.635672 [30] training's binary_logloss: 0.278883 training's f1_score: 0.81713 valid_1's binary_logloss: 0.391963 valid_1's f1_score: 0.637076 Early stopping, best iteration is: [1] training's binary_logloss: 0.424317 training's f1_score: 0.743261 valid_1's binary_logloss: 0.406587 valid_1's f1_score: 0.651685 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319528 training's f1_score: 0.78894 valid_1's binary_logloss: 0.442243 valid_1's f1_score: 0.619009 [20] training's binary_logloss: 0.290925 training's f1_score: 0.805998 valid_1's binary_logloss: 0.469083 valid_1's f1_score: 0.608065 [30] training's binary_logloss: 0.265418 training's f1_score: 0.823438 valid_1's binary_logloss: 0.488209 valid_1's f1_score: 0.621249 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25179 training's f1_score: 0.832969 valid_1's binary_logloss: 0.503241 valid_1's f1_score: 0.606357
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319764 training's f1_score: 0.761725 valid_1's binary_logloss: 0.41269 valid_1's f1_score: 0.763557 [20] training's binary_logloss: 0.282198 training's f1_score: 0.78984 valid_1's binary_logloss: 0.440081 valid_1's f1_score: 0.746828 [30] training's binary_logloss: 0.302246 training's f1_score: 0.804465 valid_1's binary_logloss: 0.550851 valid_1's f1_score: 0.748075 Early stopping, best iteration is: [4] training's binary_logloss: 0.359511 training's f1_score: 0.737285 valid_1's binary_logloss: 0.410631 valid_1's f1_score: 0.777186 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334697 training's f1_score: 0.763699 valid_1's binary_logloss: 0.366734 valid_1's f1_score: 0.722071
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.303332 training's f1_score: 0.789389 valid_1's binary_logloss: 0.389178 valid_1's f1_score: 0.721721 [30] training's binary_logloss: 0.273374 training's f1_score: 0.814179 valid_1's binary_logloss: 0.397517 valid_1's f1_score: 0.720784 Early stopping, best iteration is: [3] training's binary_logloss: 0.376293 training's f1_score: 0.744753 valid_1's binary_logloss: 0.36542 valid_1's f1_score: 0.734915 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333153 training's f1_score: 0.747709 valid_1's binary_logloss: 0.420157 valid_1's f1_score: 0.774731 [20] training's binary_logloss: 0.30148 training's f1_score: 0.77397 valid_1's binary_logloss: 0.452609 valid_1's f1_score: 0.76818 [30] training's binary_logloss: 0.270834 training's f1_score: 0.798583 valid_1's binary_logloss: 0.463847 valid_1's f1_score: 0.769535 Early stopping, best iteration is: [1] training's binary_logloss: 0.420481 training's f1_score: 0.6962 valid_1's binary_logloss: 0.427502 valid_1's f1_score: 0.791809
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336903 training's f1_score: 0.777153 valid_1's binary_logloss: 0.372369 valid_1's f1_score: 0.639344 [20] training's binary_logloss: 0.301309 training's f1_score: 0.800989 valid_1's binary_logloss: 0.384644 valid_1's f1_score: 0.616048 [30] training's binary_logloss: 0.276552 training's f1_score: 0.818111 valid_1's binary_logloss: 0.392366 valid_1's f1_score: 0.628272 Early stopping, best iteration is: [1] training's binary_logloss: 0.424169 training's f1_score: 0.743261 valid_1's binary_logloss: 0.406934 valid_1's f1_score: 0.651685 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318621 training's f1_score: 0.791492 valid_1's binary_logloss: 0.43898 valid_1's f1_score: 0.625418 [20] training's binary_logloss: 0.293341 training's f1_score: 0.811504 valid_1's binary_logloss: 0.46487 valid_1's f1_score: 0.597643
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.391514 training's f1_score: 0.809524 valid_1's binary_logloss: 0.707979 valid_1's f1_score: 0.573482 Did not meet early stopping. Best iteration is: [29] training's binary_logloss: 0.291231 training's f1_score: 0.819615 valid_1's binary_logloss: 0.509186 valid_1's f1_score: 0.594142 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323087 training's f1_score: 0.759857 valid_1's binary_logloss: 0.418309 valid_1's f1_score: 0.764706
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.287683 training's f1_score: 0.782384 valid_1's binary_logloss: 0.445637 valid_1's f1_score: 0.740741 [30] training's binary_logloss: 0.25655 training's f1_score: 0.807048 valid_1's binary_logloss: 0.457269 valid_1's f1_score: 0.745273 Early stopping, best iteration is: [5] training's binary_logloss: 0.349554 training's f1_score: 0.741327 valid_1's binary_logloss: 0.413579 valid_1's f1_score: 0.772993
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334076 training's f1_score: 0.771181 valid_1's binary_logloss: 0.356382 valid_1's f1_score: 0.742268 [20] training's binary_logloss: 0.298699 training's f1_score: 0.795892 valid_1's binary_logloss: 0.36675 valid_1's f1_score: 0.729805 [30] training's binary_logloss: 0.29525 training's f1_score: 0.807848 valid_1's binary_logloss: 0.415748 valid_1's f1_score: 0.723024 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.284713 training's f1_score: 0.818108 valid_1's binary_logloss: 0.428673 valid_1's f1_score: 0.719665 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329508 training's f1_score: 0.753528 valid_1's binary_logloss: 0.427942 valid_1's f1_score: 0.773216
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299906 training's f1_score: 0.772505 valid_1's binary_logloss: 0.451598 valid_1's f1_score: 0.771792 [30] training's binary_logloss: 0.270064 training's f1_score: 0.796195 valid_1's binary_logloss: 0.454521 valid_1's f1_score: 0.771443 Early stopping, best iteration is: [1] training's binary_logloss: 0.422412 training's f1_score: 0.6962 valid_1's binary_logloss: 0.428156 valid_1's f1_score: 0.791809 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336068 training's f1_score: 0.779589 valid_1's binary_logloss: 0.385392 valid_1's f1_score: 0.626346
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304657 training's f1_score: 0.797037 valid_1's binary_logloss: 0.388928 valid_1's f1_score: 0.621691 [30] training's binary_logloss: 0.274562 training's f1_score: 0.821072 valid_1's binary_logloss: 0.409054 valid_1's f1_score: 0.616807 Early stopping, best iteration is: [1] training's binary_logloss: 0.424208 training's f1_score: 0.743261 valid_1's binary_logloss: 0.407424 valid_1's f1_score: 0.651685 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.315798 training's f1_score: 0.793188 valid_1's binary_logloss: 0.44661 valid_1's f1_score: 0.612613 [20] training's binary_logloss: 0.29398 training's f1_score: 0.81164 valid_1's binary_logloss: 0.502653 valid_1's f1_score: 0.588235 [30] training's binary_logloss: 0.279084 training's f1_score: 0.829583 valid_1's binary_logloss: 0.530251 valid_1's f1_score: 0.590444 Did not meet early stopping. Best iteration is: [33] training's binary_logloss: 0.268725 training's f1_score: 0.836086 valid_1's binary_logloss: 0.538465 valid_1's f1_score: 0.587832 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325677 training's f1_score: 0.759221 valid_1's binary_logloss: 0.424264 valid_1's f1_score: 0.772201
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.302057 training's f1_score: 0.78325 valid_1's binary_logloss: 0.449665 valid_1's f1_score: 0.75969 [30] training's binary_logloss: 0.337258 training's f1_score: 0.789228 valid_1's binary_logloss: 0.514877 valid_1's f1_score: 0.751663 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.291168 training's f1_score: 0.783466 valid_1's binary_logloss: 0.441935 valid_1's f1_score: 0.759352 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.334071 training's f1_score: 0.769012 valid_1's binary_logloss: 0.353207 valid_1's f1_score: 0.735616 [20] training's binary_logloss: 0.302556 training's f1_score: 0.79238 valid_1's binary_logloss: 0.362484 valid_1's f1_score: 0.73444 [30] training's binary_logloss: 0.273249 training's f1_score: 0.812853 valid_1's binary_logloss: 0.381176 valid_1's f1_score: 0.727528 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263766 training's f1_score: 0.82144 valid_1's binary_logloss: 0.391978 valid_1's f1_score: 0.725738
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332377 training's f1_score: 0.749318 valid_1's binary_logloss: 0.407918 valid_1's f1_score: 0.783992 [20] training's binary_logloss: 0.295802 training's f1_score: 0.781098 valid_1's binary_logloss: 0.447462 valid_1's f1_score: 0.771415 [30] training's binary_logloss: 0.264418 training's f1_score: 0.806199 valid_1's binary_logloss: 0.468135 valid_1's f1_score: 0.766716 Early stopping, best iteration is: [4] training's binary_logloss: 0.36733 training's f1_score: 0.731139 valid_1's binary_logloss: 0.400659 valid_1's f1_score: 0.794258 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338864 training's f1_score: 0.776115 valid_1's binary_logloss: 0.384348 valid_1's f1_score: 0.630182
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.314489 training's f1_score: 0.802336 valid_1's binary_logloss: 0.443313 valid_1's f1_score: 0.609572 [30] training's binary_logloss: 0.284635 training's f1_score: 0.819591 valid_1's binary_logloss: 0.460358 valid_1's f1_score: 0.609819 Early stopping, best iteration is: [1] training's binary_logloss: 0.424428 training's f1_score: 0.743261 valid_1's binary_logloss: 0.408054 valid_1's f1_score: 0.651685 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.343014 training's f1_score: 0.785219 valid_1's binary_logloss: 0.44294 valid_1's f1_score: 0.606452 [20] training's binary_logloss: 0.306771 training's f1_score: 0.806346 valid_1's binary_logloss: 0.489105 valid_1's f1_score: 0.600324 [30] training's binary_logloss: 0.321141 training's f1_score: 0.815913 valid_1's binary_logloss: 0.571472 valid_1's f1_score: 0.602627 Did not meet early stopping. Best iteration is: [21] training's binary_logloss: 0.295948 training's f1_score: 0.80883 valid_1's binary_logloss: 0.477348 valid_1's f1_score: 0.602785
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32512 training's f1_score: 0.757812 valid_1's binary_logloss: 0.430092 valid_1's f1_score: 0.764324 [20] training's binary_logloss: 0.293288 training's f1_score: 0.783135 valid_1's binary_logloss: 0.461212 valid_1's f1_score: 0.757906 [30] training's binary_logloss: 0.26225 training's f1_score: 0.811179 valid_1's binary_logloss: 0.473388 valid_1's f1_score: 0.758545 Early stopping, best iteration is: [3] training's binary_logloss: 0.367227 training's f1_score: 0.730389 valid_1's binary_logloss: 0.410517 valid_1's f1_score: 0.773645 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336065 training's f1_score: 0.769401 valid_1's binary_logloss: 0.374464 valid_1's f1_score: 0.728767
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.308264 training's f1_score: 0.791177 valid_1's binary_logloss: 0.446348 valid_1's f1_score: 0.730769 [30] training's binary_logloss: 0.279011 training's f1_score: 0.815581 valid_1's binary_logloss: 0.447455 valid_1's f1_score: 0.733793 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260276 training's f1_score: 0.829188 valid_1's binary_logloss: 0.461279 valid_1's f1_score: 0.726265 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332805 training's f1_score: 0.751096 valid_1's binary_logloss: 0.420672 valid_1's f1_score: 0.777672 [20] training's binary_logloss: 0.316323 training's f1_score: 0.773352 valid_1's binary_logloss: 0.508695 valid_1's f1_score: 0.765978 [30] training's binary_logloss: 0.269202 training's f1_score: 0.798583 valid_1's binary_logloss: 0.503639 valid_1's f1_score: 0.769457 Early stopping, best iteration is: [1] training's binary_logloss: 0.426921 training's f1_score: 0.6962 valid_1's binary_logloss: 0.430298 valid_1's f1_score: 0.791809
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3359 training's f1_score: 0.781904 valid_1's binary_logloss: 0.376102 valid_1's f1_score: 0.643333 [20] training's binary_logloss: 0.294718 training's f1_score: 0.810385 valid_1's binary_logloss: 0.387873 valid_1's f1_score: 0.642612 [30] training's binary_logloss: 0.267287 training's f1_score: 0.825258 valid_1's binary_logloss: 0.392724 valid_1's f1_score: 0.635879 Early stopping, best iteration is: [5] training's binary_logloss: 0.357562 training's f1_score: 0.765813 valid_1's binary_logloss: 0.361576 valid_1's f1_score: 0.648881 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.372363 training's f1_score: 0.779205 valid_1's binary_logloss: 0.53628 valid_1's f1_score: 0.602098
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 1.21184 training's f1_score: 0.774425 valid_1's binary_logloss: 1.85346 valid_1's f1_score: 0.55306 [30] training's binary_logloss: 0.275111 training's f1_score: 0.822392 valid_1's binary_logloss: 0.513 valid_1's f1_score: 0.59714 Early stopping, best iteration is: [3] training's binary_logloss: 0.356648 training's f1_score: 0.762485 valid_1's binary_logloss: 0.437138 valid_1's f1_score: 0.588142 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.38899 training's f1_score: 0.75071 valid_1's binary_logloss: 0.510773 valid_1's f1_score: 0.768 [20] training's binary_logloss: 0.302598 training's f1_score: 0.784354 valid_1's binary_logloss: 0.517697 valid_1's f1_score: 0.754261 [30] training's binary_logloss: 0.277195 training's f1_score: 0.804052 valid_1's binary_logloss: 0.524071 valid_1's f1_score: 0.751252 Early stopping, best iteration is: [4] training's binary_logloss: 0.360831 training's f1_score: 0.729215 valid_1's binary_logloss: 0.410945 valid_1's f1_score: 0.774056 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342499 training's f1_score: 0.764027 valid_1's binary_logloss: 0.351175 valid_1's f1_score: 0.729138
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.3143 training's f1_score: 0.78927 valid_1's binary_logloss: 0.344122 valid_1's f1_score: 0.748271 [30] training's binary_logloss: 0.336369 training's f1_score: 0.795041 valid_1's binary_logloss: 0.563179 valid_1's f1_score: 0.740893 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.306279 training's f1_score: 0.806499 valid_1's binary_logloss: 0.550999 valid_1's f1_score: 0.733655 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336806 training's f1_score: 0.743369 valid_1's binary_logloss: 0.4371 valid_1's f1_score: 0.773976 [20] training's binary_logloss: 0.303909 training's f1_score: 0.775118 valid_1's binary_logloss: 0.460203 valid_1's f1_score: 0.770597 [30] training's binary_logloss: 0.273346 training's f1_score: 0.79752 valid_1's binary_logloss: 0.474947 valid_1's f1_score: 0.774676 Early stopping, best iteration is: [3] training's binary_logloss: 0.378628 training's f1_score: 0.725524 valid_1's binary_logloss: 0.400465 valid_1's f1_score: 0.795181
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339513 training's f1_score: 0.779924 valid_1's binary_logloss: 0.384061 valid_1's f1_score: 0.639411 [20] training's binary_logloss: 0.305617 training's f1_score: 0.806626 valid_1's binary_logloss: 0.413402 valid_1's f1_score: 0.61304 [30] training's binary_logloss: 0.2734 training's f1_score: 0.825945 valid_1's binary_logloss: 0.434565 valid_1's f1_score: 0.612031 Early stopping, best iteration is: [1] training's binary_logloss: 0.425397 training's f1_score: 0.743261 valid_1's binary_logloss: 0.409721 valid_1's f1_score: 0.651685 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.317101 training's f1_score: 0.791615 valid_1's binary_logloss: 0.449922 valid_1's f1_score: 0.614251 [20] training's binary_logloss: 0.292825 training's f1_score: 0.807436 valid_1's binary_logloss: 0.492902 valid_1's f1_score: 0.592715
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.263667 training's f1_score: 0.829199 valid_1's binary_logloss: 0.511031 valid_1's f1_score: 0.594505 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241029 training's f1_score: 0.846692 valid_1's binary_logloss: 0.527704 valid_1's f1_score: 0.585242 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325524 training's f1_score: 0.755782 valid_1's binary_logloss: 0.428505 valid_1's f1_score: 0.767644 [20] training's binary_logloss: 0.370086 training's f1_score: 0.770823 valid_1's binary_logloss: 0.470544 valid_1's f1_score: 0.763043 [30] training's binary_logloss: 0.278066 training's f1_score: 0.795781 valid_1's binary_logloss: 0.482414 valid_1's f1_score: 0.744541 Early stopping, best iteration is: [4] training's binary_logloss: 0.360441 training's f1_score: 0.730973 valid_1's binary_logloss: 0.410973 valid_1's f1_score: 0.772023
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334996 training's f1_score: 0.766459 valid_1's binary_logloss: 0.362167 valid_1's f1_score: 0.732606 [20] training's binary_logloss: 0.302278 training's f1_score: 0.794396 valid_1's binary_logloss: 0.380219 valid_1's f1_score: 0.731707 [30] training's binary_logloss: 0.281118 training's f1_score: 0.812612 valid_1's binary_logloss: 0.40339 valid_1's f1_score: 0.724332 Early stopping, best iteration is: [5] training's binary_logloss: 0.36391 training's f1_score: 0.752934 valid_1's binary_logloss: 0.357404 valid_1's f1_score: 0.737772 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337195 training's f1_score: 0.745603 valid_1's binary_logloss: 0.452329 valid_1's f1_score: 0.775391
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.307113 training's f1_score: 0.775158 valid_1's binary_logloss: 0.515764 valid_1's f1_score: 0.755224 [30] training's binary_logloss: 0.268696 training's f1_score: 0.797502 valid_1's binary_logloss: 0.565535 valid_1's f1_score: 0.743264 Early stopping, best iteration is: [1] training's binary_logloss: 0.432248 training's f1_score: 0.6962 valid_1's binary_logloss: 0.433489 valid_1's f1_score: 0.791809 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336022 training's f1_score: 0.782877 valid_1's binary_logloss: 0.390845 valid_1's f1_score: 0.637124 [20] training's binary_logloss: 0.298495 training's f1_score: 0.80853 valid_1's binary_logloss: 0.417454 valid_1's f1_score: 0.636672 [30] training's binary_logloss: 0.278503 training's f1_score: 0.82428 valid_1's binary_logloss: 0.452794 valid_1's f1_score: 0.625328 Early stopping, best iteration is: [1] training's binary_logloss: 0.426134 training's f1_score: 0.743261 valid_1's binary_logloss: 0.410751 valid_1's f1_score: 0.651685
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.320226 training's f1_score: 0.788075 valid_1's binary_logloss: 0.472881 valid_1's f1_score: 0.60898 [20] training's binary_logloss: 0.294312 training's f1_score: 0.807299 valid_1's binary_logloss: 0.497965 valid_1's f1_score: 0.591247 [30] training's binary_logloss: 0.283379 training's f1_score: 0.823232 valid_1's binary_logloss: 0.540868 valid_1's f1_score: 0.603015 Early stopping, best iteration is: [4] training's binary_logloss: 0.351109 training's f1_score: 0.768533 valid_1's binary_logloss: 0.435877 valid_1's f1_score: 0.612146 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322089 training's f1_score: 0.766185 valid_1's binary_logloss: 0.430624 valid_1's f1_score: 0.761905
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.289009 training's f1_score: 0.791034 valid_1's binary_logloss: 0.460302 valid_1's f1_score: 0.742569 [30] training's binary_logloss: 0.271903 training's f1_score: 0.801314 valid_1's binary_logloss: 0.496867 valid_1's f1_score: 0.733483 Early stopping, best iteration is: [4] training's binary_logloss: 0.362294 training's f1_score: 0.732089 valid_1's binary_logloss: 0.424376 valid_1's f1_score: 0.765021 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.338402 training's f1_score: 0.766079 valid_1's binary_logloss: 0.376461 valid_1's f1_score: 0.729267 [20] training's binary_logloss: 0.313741 training's f1_score: 0.785703 valid_1's binary_logloss: 0.417625 valid_1's f1_score: 0.713791 [30] training's binary_logloss: 0.846264 training's f1_score: 0.784043 valid_1's binary_logloss: 0.851472 valid_1's f1_score: 0.70436 Early stopping, best iteration is: [4] training's binary_logloss: 0.367374 training's f1_score: 0.745536 valid_1's binary_logloss: 0.365868 valid_1's f1_score: 0.724932 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341147 training's f1_score: 0.746182 valid_1's binary_logloss: 0.435174 valid_1's f1_score: 0.784525 [20] training's binary_logloss: 0.30474 training's f1_score: 0.772167 valid_1's binary_logloss: 0.455714 valid_1's f1_score: 0.784314
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.269517 training's f1_score: 0.802124 valid_1's binary_logloss: 0.542327 valid_1's f1_score: 0.753916 Early stopping, best iteration is: [1] training's binary_logloss: 0.435202 training's f1_score: 0.6962 valid_1's binary_logloss: 0.435453 valid_1's f1_score: 0.791809 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331786 training's f1_score: 0.784585 valid_1's binary_logloss: 0.379728 valid_1's f1_score: 0.65549 [20] training's binary_logloss: 0.29968 training's f1_score: 0.803368 valid_1's binary_logloss: 0.41647 valid_1's f1_score: 0.640893
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.272769 training's f1_score: 0.822962 valid_1's binary_logloss: 0.42974 valid_1's f1_score: 0.629371 Early stopping, best iteration is: [5] training's binary_logloss: 0.357326 training's f1_score: 0.759379 valid_1's binary_logloss: 0.365631 valid_1's f1_score: 0.65625 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321007 training's f1_score: 0.787251 valid_1's binary_logloss: 0.445993 valid_1's f1_score: 0.618658
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296027 training's f1_score: 0.806952 valid_1's binary_logloss: 0.487933 valid_1's f1_score: 0.602116 [30] training's binary_logloss: 0.265656 training's f1_score: 0.827748 valid_1's binary_logloss: 0.502235 valid_1's f1_score: 0.613845 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248946 training's f1_score: 0.839017 valid_1's binary_logloss: 0.533718 valid_1's f1_score: 0.602024
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324831 training's f1_score: 0.765644 valid_1's binary_logloss: 0.42644 valid_1's f1_score: 0.765556 [20] training's binary_logloss: 0.365172 training's f1_score: 0.772358 valid_1's binary_logloss: 0.458742 valid_1's f1_score: 0.769147 [30] training's binary_logloss: 0.450679 training's f1_score: 0.774402 valid_1's binary_logloss: 0.628273 valid_1's f1_score: 0.76274 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.303194 training's f1_score: 0.77962 valid_1's binary_logloss: 0.446242 valid_1's f1_score: 0.771191 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337545 training's f1_score: 0.766958 valid_1's binary_logloss: 0.35965 valid_1's f1_score: 0.736984
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.413776 training's f1_score: 0.77656 valid_1's binary_logloss: 0.457205 valid_1's f1_score: 0.726018 [30] training's binary_logloss: 0.305081 training's f1_score: 0.804295 valid_1's binary_logloss: 0.419678 valid_1's f1_score: 0.73736 Early stopping, best iteration is: [5] training's binary_logloss: 0.35916 training's f1_score: 0.758249 valid_1's binary_logloss: 0.355204 valid_1's f1_score: 0.739011 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336514 training's f1_score: 0.743861 valid_1's binary_logloss: 0.429311 valid_1's f1_score: 0.78023 [20] training's binary_logloss: 0.30685 training's f1_score: 0.770735 valid_1's binary_logloss: 0.475834 valid_1's f1_score: 0.773879 [30] training's binary_logloss: 0.276619 training's f1_score: 0.796728 valid_1's binary_logloss: 0.510705 valid_1's f1_score: 0.764765 Early stopping, best iteration is: [2] training's binary_logloss: 0.396787 training's f1_score: 0.717905 valid_1's binary_logloss: 0.410065 valid_1's f1_score: 0.796367
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331797 training's f1_score: 0.783971 valid_1's binary_logloss: 0.366973 valid_1's f1_score: 0.661046 [20] training's binary_logloss: 0.290008 training's f1_score: 0.808637 valid_1's binary_logloss: 0.390796 valid_1's f1_score: 0.631485 [30] training's binary_logloss: 0.275852 training's f1_score: 0.828321 valid_1's binary_logloss: 0.441145 valid_1's f1_score: 0.634146 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260937 training's f1_score: 0.838659 valid_1's binary_logloss: 0.447616 valid_1's f1_score: 0.648995 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321724 training's f1_score: 0.78931 valid_1's binary_logloss: 0.461932 valid_1's f1_score: 0.597211
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29379 training's f1_score: 0.813176 valid_1's binary_logloss: 0.465711 valid_1's f1_score: 0.604341 [30] training's binary_logloss: 0.292923 training's f1_score: 0.825813 valid_1's binary_logloss: 0.521166 valid_1's f1_score: 0.592839 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258286 training's f1_score: 0.838202 valid_1's binary_logloss: 0.530435 valid_1's f1_score: 0.576014 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327756 training's f1_score: 0.758214 valid_1's binary_logloss: 0.430837 valid_1's f1_score: 0.756611 [20] training's binary_logloss: 0.283722 training's f1_score: 0.792374 valid_1's binary_logloss: 0.480734 valid_1's f1_score: 0.739009 [30] training's binary_logloss: 0.258259 training's f1_score: 0.81879 valid_1's binary_logloss: 0.492818 valid_1's f1_score: 0.743532 Early stopping, best iteration is: [3] training's binary_logloss: 0.364664 training's f1_score: 0.733567 valid_1's binary_logloss: 0.426427 valid_1's f1_score: 0.766296
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.362773 training's f1_score: 0.761829 valid_1's binary_logloss: 0.40006 valid_1's f1_score: 0.728767 [20] training's binary_logloss: 0.32922 training's f1_score: 0.782483 valid_1's binary_logloss: 0.406777 valid_1's f1_score: 0.702216 [30] training's binary_logloss: 0.307157 training's f1_score: 0.80292 valid_1's binary_logloss: 0.449786 valid_1's f1_score: 0.710042 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.284689 training's f1_score: 0.813493 valid_1's binary_logloss: 0.448119 valid_1's f1_score: 0.715623 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340247 training's f1_score: 0.746771 valid_1's binary_logloss: 0.417798 valid_1's f1_score: 0.777132
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.307119 training's f1_score: 0.777145 valid_1's binary_logloss: 0.454807 valid_1's f1_score: 0.774384 [30] training's binary_logloss: 0.27334 training's f1_score: 0.795756 valid_1's binary_logloss: 0.465767 valid_1's f1_score: 0.777611 Early stopping, best iteration is: [2] training's binary_logloss: 0.396436 training's f1_score: 0.717905 valid_1's binary_logloss: 0.410039 valid_1's f1_score: 0.796367 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337346 training's f1_score: 0.775674 valid_1's binary_logloss: 0.382459 valid_1's f1_score: 0.63837
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.321707 training's f1_score: 0.796948 valid_1's binary_logloss: 0.421854 valid_1's f1_score: 0.645779 [30] training's binary_logloss: 0.275987 training's f1_score: 0.821294 valid_1's binary_logloss: 0.418796 valid_1's f1_score: 0.647111 Early stopping, best iteration is: [1] training's binary_logloss: 0.429305 training's f1_score: 0.743261 valid_1's binary_logloss: 0.41459 valid_1's f1_score: 0.651685 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319001 training's f1_score: 0.795532 valid_1's binary_logloss: 0.461755 valid_1's f1_score: 0.611247 [20] training's binary_logloss: 0.289278 training's f1_score: 0.815802 valid_1's binary_logloss: 0.5019 valid_1's f1_score: 0.60083 [30] training's binary_logloss: 0.260038 training's f1_score: 0.829981 valid_1's binary_logloss: 0.533553 valid_1's f1_score: 0.60371 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238087 training's f1_score: 0.848389 valid_1's binary_logloss: 0.536171 valid_1's f1_score: 0.597041
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.345081 training's f1_score: 0.756675 valid_1's binary_logloss: 0.446292 valid_1's f1_score: 0.753687 [20] training's binary_logloss: 0.317436 training's f1_score: 0.77394 valid_1's binary_logloss: 0.51598 valid_1's f1_score: 0.742131 [30] training's binary_logloss: 0.370393 training's f1_score: 0.796799 valid_1's binary_logloss: 0.700821 valid_1's f1_score: 0.726357 Early stopping, best iteration is: [3] training's binary_logloss: 0.366106 training's f1_score: 0.735468 valid_1's binary_logloss: 0.417631 valid_1's f1_score: 0.767064 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.34106 training's f1_score: 0.771722 valid_1's binary_logloss: 0.378881 valid_1's f1_score: 0.725627
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.303208 training's f1_score: 0.797005 valid_1's binary_logloss: 0.394673 valid_1's f1_score: 0.723554 [30] training's binary_logloss: 0.276314 training's f1_score: 0.822589 valid_1's binary_logloss: 0.433504 valid_1's f1_score: 0.714888 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259031 training's f1_score: 0.828571 valid_1's binary_logloss: 0.447185 valid_1's f1_score: 0.698006 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.340485 training's f1_score: 0.740603 valid_1's binary_logloss: 0.432425 valid_1's f1_score: 0.775156 [20] training's binary_logloss: 0.307185 training's f1_score: 0.767438 valid_1's binary_logloss: 0.499338 valid_1's f1_score: 0.764188 [30] training's binary_logloss: 0.268924 training's f1_score: 0.80086 valid_1's binary_logloss: 0.533962 valid_1's f1_score: 0.752882 Early stopping, best iteration is: [2] training's binary_logloss: 0.396013 training's f1_score: 0.717905 valid_1's binary_logloss: 0.410005 valid_1's f1_score: 0.796367
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337597 training's f1_score: 0.781447 valid_1's binary_logloss: 0.392502 valid_1's f1_score: 0.632997 [20] training's binary_logloss: 0.298847 training's f1_score: 0.803384 valid_1's binary_logloss: 0.427617 valid_1's f1_score: 0.623489 [30] training's binary_logloss: 0.280392 training's f1_score: 0.820617 valid_1's binary_logloss: 0.465455 valid_1's f1_score: 0.612031 Early stopping, best iteration is: [3] training's binary_logloss: 0.374757 training's f1_score: 0.752618 valid_1's binary_logloss: 0.374453 valid_1's f1_score: 0.652397 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324345 training's f1_score: 0.786617 valid_1's binary_logloss: 0.452975 valid_1's f1_score: 0.609836 [20] training's binary_logloss: 0.322506 training's f1_score: 0.785498 valid_1's binary_logloss: 0.540699 valid_1's f1_score: 0.572332
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.26454 training's f1_score: 0.827717 valid_1's binary_logloss: 0.537896 valid_1's f1_score: 0.602855 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246366 training's f1_score: 0.838014 valid_1's binary_logloss: 0.554207 valid_1's f1_score: 0.595601 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326258 training's f1_score: 0.761888 valid_1's binary_logloss: 0.435361 valid_1's f1_score: 0.762322
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292994 training's f1_score: 0.785924 valid_1's binary_logloss: 0.475926 valid_1's f1_score: 0.743646 [30] training's binary_logloss: 0.273677 training's f1_score: 0.812204 valid_1's binary_logloss: 0.514671 valid_1's f1_score: 0.733853 Early stopping, best iteration is: [3] training's binary_logloss: 0.366231 training's f1_score: 0.735468 valid_1's binary_logloss: 0.418509 valid_1's f1_score: 0.767064 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.344973 training's f1_score: 0.763625 valid_1's binary_logloss: 0.378447 valid_1's f1_score: 0.729805 [20] training's binary_logloss: 0.310558 training's f1_score: 0.783192 valid_1's binary_logloss: 0.39092 valid_1's f1_score: 0.722455 [30] training's binary_logloss: 0.276667 training's f1_score: 0.805415 valid_1's binary_logloss: 0.411929 valid_1's f1_score: 0.727016 Early stopping, best iteration is: [4] training's binary_logloss: 0.365701 training's f1_score: 0.755747 valid_1's binary_logloss: 0.364929 valid_1's f1_score: 0.730663
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340429 training's f1_score: 0.74758 valid_1's binary_logloss: 0.44263 valid_1's f1_score: 0.779447 [20] training's binary_logloss: 0.309145 training's f1_score: 0.774026 valid_1's binary_logloss: 0.492592 valid_1's f1_score: 0.770508 [30] training's binary_logloss: 0.274095 training's f1_score: 0.797168 valid_1's binary_logloss: 0.547385 valid_1's f1_score: 0.765788 Early stopping, best iteration is: [2] training's binary_logloss: 0.395518 training's f1_score: 0.717905 valid_1's binary_logloss: 0.409963 valid_1's f1_score: 0.796367 Best learning rate 0.2653795918367347 with score 0.7147931951817363
max_depths, num_leavess = grid_params[("max_depth", "num_leaves")]
score = []
for max_depth in max_depths:
for num_leaves in num_leavess:
if num_leaves > 2 ** max_depth:
break
pp = params.copy()
pp.update(fixed_params)
pp["max_depth"] = max_depth
pp["num_leaves"] = num_leaves
score.append((max_depth, num_leaves, validate(pp, X_train, y_train, groups_train)))
best_max_depth, best_num_leaves, best_score = max(score, key=lambda x: x[2])
params['max_depth'] = best_max_depth
params['num_leaves'] = best_num_leaves
print(f"Best max_depth {params['max_depth']}, num_leaves {params['num_leaves']} with score {best_score}")
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.387432 training's f1_score: 0.746531 valid_1's binary_logloss: 0.372015 valid_1's f1_score: 0.647887
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.365977 training's f1_score: 0.762564 valid_1's binary_logloss: 0.358946 valid_1's f1_score: 0.659468 [30] training's binary_logloss: 0.353594 training's f1_score: 0.769835 valid_1's binary_logloss: 0.349828 valid_1's f1_score: 0.664446 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.347858 training's f1_score: 0.774924 valid_1's binary_logloss: 0.348204 valid_1's f1_score: 0.663887 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.369835 training's f1_score: 0.759633 valid_1's binary_logloss: 0.43147 valid_1's f1_score: 0.589457 [20] training's binary_logloss: 0.349418 training's f1_score: 0.771521 valid_1's binary_logloss: 0.412838 valid_1's f1_score: 0.616915 [30] training's binary_logloss: 0.339266 training's f1_score: 0.780052 valid_1's binary_logloss: 0.406159 valid_1's f1_score: 0.616027 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.333052 training's f1_score: 0.782769 valid_1's binary_logloss: 0.399961 valid_1's f1_score: 0.616541
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.381161 training's f1_score: 0.722734 valid_1's binary_logloss: 0.423091 valid_1's f1_score: 0.768828 [20] training's binary_logloss: 0.357873 training's f1_score: 0.735319 valid_1's binary_logloss: 0.407144 valid_1's f1_score: 0.778892 [30] training's binary_logloss: 0.347373 training's f1_score: 0.741101 valid_1's binary_logloss: 0.401428 valid_1's f1_score: 0.780591 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.343257 training's f1_score: 0.746354 valid_1's binary_logloss: 0.401888 valid_1's f1_score: 0.784127 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.388515 training's f1_score: 0.733956 valid_1's binary_logloss: 0.360459 valid_1's f1_score: 0.726772
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.367897 training's f1_score: 0.746784 valid_1's binary_logloss: 0.348006 valid_1's f1_score: 0.741355 [30] training's binary_logloss: 0.356012 training's f1_score: 0.757509 valid_1's binary_logloss: 0.342241 valid_1's f1_score: 0.752407 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.349789 training's f1_score: 0.760132 valid_1's binary_logloss: 0.342017 valid_1's f1_score: 0.75154 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.386969 training's f1_score: 0.711545 valid_1's binary_logloss: 0.407059 valid_1's f1_score: 0.792578 [20] training's binary_logloss: 0.366844 training's f1_score: 0.730196 valid_1's binary_logloss: 0.397221 valid_1's f1_score: 0.793452 [30] training's binary_logloss: 0.353359 training's f1_score: 0.734272 valid_1's binary_logloss: 0.394488 valid_1's f1_score: 0.790005 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.347318 training's f1_score: 0.739605 valid_1's binary_logloss: 0.392058 valid_1's f1_score: 0.790787 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.380961 training's f1_score: 0.751348 valid_1's binary_logloss: 0.367523 valid_1's f1_score: 0.650622 [20] training's binary_logloss: 0.357638 training's f1_score: 0.76629 valid_1's binary_logloss: 0.35096 valid_1's f1_score: 0.66106
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.343458 training's f1_score: 0.776887 valid_1's binary_logloss: 0.3434 valid_1's f1_score: 0.666113 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.337074 training's f1_score: 0.778501 valid_1's binary_logloss: 0.343867 valid_1's f1_score: 0.662263 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.361373 training's f1_score: 0.762912 valid_1's binary_logloss: 0.424211 valid_1's f1_score: 0.59761
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.34001 training's f1_score: 0.777388 valid_1's binary_logloss: 0.405771 valid_1's f1_score: 0.623058 [30] training's binary_logloss: 0.328803 training's f1_score: 0.784326 valid_1's binary_logloss: 0.403016 valid_1's f1_score: 0.630025 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.322554 training's f1_score: 0.78987 valid_1's binary_logloss: 0.396433 valid_1's f1_score: 0.630884 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.375372 training's f1_score: 0.72407 valid_1's binary_logloss: 0.417463 valid_1's f1_score: 0.773555 [20] training's binary_logloss: 0.351591 training's f1_score: 0.739831 valid_1's binary_logloss: 0.406677 valid_1's f1_score: 0.779626 [30] training's binary_logloss: 0.337954 training's f1_score: 0.745151 valid_1's binary_logloss: 0.400367 valid_1's f1_score: 0.786765 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.333266 training's f1_score: 0.751257 valid_1's binary_logloss: 0.398838 valid_1's f1_score: 0.786469
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.380435 training's f1_score: 0.739605 valid_1's binary_logloss: 0.356392 valid_1's f1_score: 0.747222 [20] training's binary_logloss: 0.358951 training's f1_score: 0.750548 valid_1's binary_logloss: 0.347817 valid_1's f1_score: 0.744536 [30] training's binary_logloss: 0.345997 training's f1_score: 0.760354 valid_1's binary_logloss: 0.341107 valid_1's f1_score: 0.749146 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.341556 training's f1_score: 0.763728 valid_1's binary_logloss: 0.340093 valid_1's f1_score: 0.745716 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.377572 training's f1_score: 0.712625 valid_1's binary_logloss: 0.400446 valid_1's f1_score: 0.795627
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.357806 training's f1_score: 0.726786 valid_1's binary_logloss: 0.392961 valid_1's f1_score: 0.794468 [30] training's binary_logloss: 0.344001 training's f1_score: 0.737733 valid_1's binary_logloss: 0.391874 valid_1's f1_score: 0.792525 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.336473 training's f1_score: 0.741569 valid_1's binary_logloss: 0.3904 valid_1's f1_score: 0.788841
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3717 training's f1_score: 0.755906 valid_1's binary_logloss: 0.360882 valid_1's f1_score: 0.654485 [20] training's binary_logloss: 0.351539 training's f1_score: 0.771882 valid_1's binary_logloss: 0.35206 valid_1's f1_score: 0.655629 [30] training's binary_logloss: 0.335472 training's f1_score: 0.782727 valid_1's binary_logloss: 0.33755 valid_1's f1_score: 0.659396 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.32941 training's f1_score: 0.787302 valid_1's binary_logloss: 0.337784 valid_1's f1_score: 0.666105 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.357271 training's f1_score: 0.762449 valid_1's binary_logloss: 0.42968 valid_1's f1_score: 0.583463
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.333412 training's f1_score: 0.780614 valid_1's binary_logloss: 0.402168 valid_1's f1_score: 0.617384 [30] training's binary_logloss: 0.322817 training's f1_score: 0.78884 valid_1's binary_logloss: 0.401086 valid_1's f1_score: 0.621931 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.316819 training's f1_score: 0.791807 valid_1's binary_logloss: 0.400878 valid_1's f1_score: 0.623462 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.369947 training's f1_score: 0.724704 valid_1's binary_logloss: 0.413257 valid_1's f1_score: 0.769231 [20] training's binary_logloss: 0.344432 training's f1_score: 0.742128 valid_1's binary_logloss: 0.392598 valid_1's f1_score: 0.781415 [30] training's binary_logloss: 0.331449 training's f1_score: 0.752591 valid_1's binary_logloss: 0.392649 valid_1's f1_score: 0.781548 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.325624 training's f1_score: 0.759651 valid_1's binary_logloss: 0.391573 valid_1's f1_score: 0.783165
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.374926 training's f1_score: 0.739137 valid_1's binary_logloss: 0.351872 valid_1's f1_score: 0.73428 [20] training's binary_logloss: 0.354127 training's f1_score: 0.750779 valid_1's binary_logloss: 0.342489 valid_1's f1_score: 0.741497 [30] training's binary_logloss: 0.339146 training's f1_score: 0.764066 valid_1's binary_logloss: 0.336637 valid_1's f1_score: 0.747956 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.333432 training's f1_score: 0.770277 valid_1's binary_logloss: 0.335431 valid_1's f1_score: 0.747791 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.374723 training's f1_score: 0.718886 valid_1's binary_logloss: 0.397679 valid_1's f1_score: 0.792004
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.354564 training's f1_score: 0.732574 valid_1's binary_logloss: 0.39087 valid_1's f1_score: 0.795261 [30] training's binary_logloss: 0.341022 training's f1_score: 0.740916 valid_1's binary_logloss: 0.390234 valid_1's f1_score: 0.792507 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.332474 training's f1_score: 0.74741 valid_1's binary_logloss: 0.389863 valid_1's f1_score: 0.790966 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.369801 training's f1_score: 0.756072 valid_1's binary_logloss: 0.358901 valid_1's f1_score: 0.655029 [20] training's binary_logloss: 0.347415 training's f1_score: 0.773313 valid_1's binary_logloss: 0.35229 valid_1's f1_score: 0.6628 [30] training's binary_logloss: 0.332525 training's f1_score: 0.783947 valid_1's binary_logloss: 0.341235 valid_1's f1_score: 0.672773 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.325079 training's f1_score: 0.788805 valid_1's binary_logloss: 0.337729 valid_1's f1_score: 0.671679 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.350304 training's f1_score: 0.765778 valid_1's binary_logloss: 0.430367 valid_1's f1_score: 0.587588 [20] training's binary_logloss: 0.330227 training's f1_score: 0.781411 valid_1's binary_logloss: 0.415068 valid_1's f1_score: 0.621359
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.316159 training's f1_score: 0.793146 valid_1's binary_logloss: 0.408486 valid_1's f1_score: 0.623355 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.308341 training's f1_score: 0.79748 valid_1's binary_logloss: 0.407782 valid_1's f1_score: 0.630795 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.365161 training's f1_score: 0.726253 valid_1's binary_logloss: 0.404979 valid_1's f1_score: 0.772822
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.342387 training's f1_score: 0.742571 valid_1's binary_logloss: 0.394966 valid_1's f1_score: 0.777719 [30] training's binary_logloss: 0.328831 training's f1_score: 0.748955 valid_1's binary_logloss: 0.392151 valid_1's f1_score: 0.782378 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.320411 training's f1_score: 0.760264 valid_1's binary_logloss: 0.391203 valid_1's f1_score: 0.777125 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.370052 training's f1_score: 0.74276 valid_1's binary_logloss: 0.351355 valid_1's f1_score: 0.73489 [20] training's binary_logloss: 0.348689 training's f1_score: 0.754149 valid_1's binary_logloss: 0.342273 valid_1's f1_score: 0.740489 [30] training's binary_logloss: 0.333462 training's f1_score: 0.767201 valid_1's binary_logloss: 0.336011 valid_1's f1_score: 0.747103 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.328243 training's f1_score: 0.771469 valid_1's binary_logloss: 0.335419 valid_1's f1_score: 0.746086
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.371284 training's f1_score: 0.719266 valid_1's binary_logloss: 0.397397 valid_1's f1_score: 0.793951 [20] training's binary_logloss: 0.348804 training's f1_score: 0.738374 valid_1's binary_logloss: 0.387362 valid_1's f1_score: 0.793711 [30] training's binary_logloss: 0.333488 training's f1_score: 0.745951 valid_1's binary_logloss: 0.387194 valid_1's f1_score: 0.796358 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.325768 training's f1_score: 0.753579 valid_1's binary_logloss: 0.387757 valid_1's f1_score: 0.79072 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.367643 training's f1_score: 0.756387 valid_1's binary_logloss: 0.359245 valid_1's f1_score: 0.655656 [20] training's binary_logloss: 0.34521 training's f1_score: 0.774918 valid_1's binary_logloss: 0.34759 valid_1's f1_score: 0.666667 [30] training's binary_logloss: 0.330442 training's f1_score: 0.782753 valid_1's binary_logloss: 0.343191 valid_1's f1_score: 0.667758 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.320938 training's f1_score: 0.793318 valid_1's binary_logloss: 0.340235 valid_1's f1_score: 0.669992 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.348726 training's f1_score: 0.767887 valid_1's binary_logloss: 0.43094 valid_1's f1_score: 0.586583
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.32933 training's f1_score: 0.782925 valid_1's binary_logloss: 0.4153 valid_1's f1_score: 0.614761 [30] training's binary_logloss: 0.315519 training's f1_score: 0.792113 valid_1's binary_logloss: 0.410508 valid_1's f1_score: 0.622626 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.306925 training's f1_score: 0.796942 valid_1's binary_logloss: 0.406946 valid_1's f1_score: 0.620462 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.362471 training's f1_score: 0.728527 valid_1's binary_logloss: 0.403063 valid_1's f1_score: 0.777083 [20] training's binary_logloss: 0.339309 training's f1_score: 0.745449 valid_1's binary_logloss: 0.392162 valid_1's f1_score: 0.780922 [30] training's binary_logloss: 0.323366 training's f1_score: 0.757402 valid_1's binary_logloss: 0.390128 valid_1's f1_score: 0.777897 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.318516 training's f1_score: 0.762466 valid_1's binary_logloss: 0.390115 valid_1's f1_score: 0.778675 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.368378 training's f1_score: 0.743669 valid_1's binary_logloss: 0.352378 valid_1's f1_score: 0.733288
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.347815 training's f1_score: 0.756506 valid_1's binary_logloss: 0.343589 valid_1's f1_score: 0.739336 [30] training's binary_logloss: 0.330661 training's f1_score: 0.770902 valid_1's binary_logloss: 0.339497 valid_1's f1_score: 0.744218 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.324568 training's f1_score: 0.777795 valid_1's binary_logloss: 0.33915 valid_1's f1_score: 0.748977 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.369945 training's f1_score: 0.717991 valid_1's binary_logloss: 0.396262 valid_1's f1_score: 0.793412 [20] training's binary_logloss: 0.348829 training's f1_score: 0.736736 valid_1's binary_logloss: 0.389306 valid_1's f1_score: 0.789148 [30] training's binary_logloss: 0.332051 training's f1_score: 0.749788 valid_1's binary_logloss: 0.393596 valid_1's f1_score: 0.789194 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.321541 training's f1_score: 0.756674 valid_1's binary_logloss: 0.394725 valid_1's f1_score: 0.785092 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.387432 training's f1_score: 0.746531 valid_1's binary_logloss: 0.372015 valid_1's f1_score: 0.647887 [20] training's binary_logloss: 0.365977 training's f1_score: 0.762564 valid_1's binary_logloss: 0.358946 valid_1's f1_score: 0.659468 [30] training's binary_logloss: 0.353594 training's f1_score: 0.769835 valid_1's binary_logloss: 0.349828 valid_1's f1_score: 0.664446 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.347858 training's f1_score: 0.774924 valid_1's binary_logloss: 0.348204 valid_1's f1_score: 0.663887
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.369835 training's f1_score: 0.759633 valid_1's binary_logloss: 0.43147 valid_1's f1_score: 0.589457 [20] training's binary_logloss: 0.349418 training's f1_score: 0.771521 valid_1's binary_logloss: 0.412838 valid_1's f1_score: 0.616915 [30] training's binary_logloss: 0.339266 training's f1_score: 0.780052 valid_1's binary_logloss: 0.406159 valid_1's f1_score: 0.616027 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.333052 training's f1_score: 0.782769 valid_1's binary_logloss: 0.399961 valid_1's f1_score: 0.616541 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.381161 training's f1_score: 0.722734 valid_1's binary_logloss: 0.423091 valid_1's f1_score: 0.768828
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.357873 training's f1_score: 0.735319 valid_1's binary_logloss: 0.407144 valid_1's f1_score: 0.778892 [30] training's binary_logloss: 0.347373 training's f1_score: 0.741101 valid_1's binary_logloss: 0.401428 valid_1's f1_score: 0.780591 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.343257 training's f1_score: 0.746354 valid_1's binary_logloss: 0.401888 valid_1's f1_score: 0.784127 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.388515 training's f1_score: 0.733956 valid_1's binary_logloss: 0.360459 valid_1's f1_score: 0.726772 [20] training's binary_logloss: 0.367897 training's f1_score: 0.746784 valid_1's binary_logloss: 0.348006 valid_1's f1_score: 0.741355 [30] training's binary_logloss: 0.356012 training's f1_score: 0.757509 valid_1's binary_logloss: 0.342241 valid_1's f1_score: 0.752407 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.349789 training's f1_score: 0.760132 valid_1's binary_logloss: 0.342017 valid_1's f1_score: 0.75154
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.386969 training's f1_score: 0.711545 valid_1's binary_logloss: 0.407059 valid_1's f1_score: 0.792578 [20] training's binary_logloss: 0.366844 training's f1_score: 0.730196 valid_1's binary_logloss: 0.397221 valid_1's f1_score: 0.793452 [30] training's binary_logloss: 0.353359 training's f1_score: 0.734272 valid_1's binary_logloss: 0.394488 valid_1's f1_score: 0.790005 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.347318 training's f1_score: 0.739605 valid_1's binary_logloss: 0.392058 valid_1's f1_score: 0.790787 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3802 training's f1_score: 0.754079 valid_1's binary_logloss: 0.370626 valid_1's f1_score: 0.647303
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.356773 training's f1_score: 0.767396 valid_1's binary_logloss: 0.350425 valid_1's f1_score: 0.663887 [30] training's binary_logloss: 0.342514 training's f1_score: 0.77749 valid_1's binary_logloss: 0.343306 valid_1's f1_score: 0.663291 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.337058 training's f1_score: 0.779398 valid_1's binary_logloss: 0.342086 valid_1's f1_score: 0.661074 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.361809 training's f1_score: 0.761732 valid_1's binary_logloss: 0.419447 valid_1's f1_score: 0.601286 [20] training's binary_logloss: 0.339895 training's f1_score: 0.778845 valid_1's binary_logloss: 0.405879 valid_1's f1_score: 0.618658 [30] training's binary_logloss: 0.329504 training's f1_score: 0.787404 valid_1's binary_logloss: 0.401037 valid_1's f1_score: 0.618302 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.323471 training's f1_score: 0.791468 valid_1's binary_logloss: 0.401713 valid_1's f1_score: 0.620576 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.37467 training's f1_score: 0.722422 valid_1's binary_logloss: 0.415737 valid_1's f1_score: 0.770585 [20] training's binary_logloss: 0.350108 training's f1_score: 0.741779 valid_1's binary_logloss: 0.401926 valid_1's f1_score: 0.783342
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.338337 training's f1_score: 0.750042 valid_1's binary_logloss: 0.397782 valid_1's f1_score: 0.783307 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.333617 training's f1_score: 0.753242 valid_1's binary_logloss: 0.398606 valid_1's f1_score: 0.781535 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.380048 training's f1_score: 0.737361 valid_1's binary_logloss: 0.358947 valid_1's f1_score: 0.731212
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.357384 training's f1_score: 0.753528 valid_1's binary_logloss: 0.347211 valid_1's f1_score: 0.743836 [30] training's binary_logloss: 0.34549 training's f1_score: 0.764603 valid_1's binary_logloss: 0.343587 valid_1's f1_score: 0.747599 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.3392 training's f1_score: 0.76867 valid_1's binary_logloss: 0.341393 valid_1's f1_score: 0.751715 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.377306 training's f1_score: 0.71587 valid_1's binary_logloss: 0.396573 valid_1's f1_score: 0.794145 [20] training's binary_logloss: 0.358827 training's f1_score: 0.731118 valid_1's binary_logloss: 0.392167 valid_1's f1_score: 0.79486 [30] training's binary_logloss: 0.343696 training's f1_score: 0.740603 valid_1's binary_logloss: 0.394214 valid_1's f1_score: 0.792724 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.337429 training's f1_score: 0.745838 valid_1's binary_logloss: 0.394302 valid_1's f1_score: 0.791727 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.369631 training's f1_score: 0.758549 valid_1's binary_logloss: 0.360138 valid_1's f1_score: 0.645054
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.348554 training's f1_score: 0.772188 valid_1's binary_logloss: 0.347054 valid_1's f1_score: 0.65894 [30] training's binary_logloss: 0.334185 training's f1_score: 0.782016 valid_1's binary_logloss: 0.344058 valid_1's f1_score: 0.664435 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.328304 training's f1_score: 0.786006 valid_1's binary_logloss: 0.342207 valid_1's f1_score: 0.669449 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.355136 training's f1_score: 0.767625 valid_1's binary_logloss: 0.423951 valid_1's f1_score: 0.603352 [20] training's binary_logloss: 0.334247 training's f1_score: 0.780726 valid_1's binary_logloss: 0.403644 valid_1's f1_score: 0.62969 [30] training's binary_logloss: 0.322756 training's f1_score: 0.791061 valid_1's binary_logloss: 0.403029 valid_1's f1_score: 0.624693 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.316813 training's f1_score: 0.79486 valid_1's binary_logloss: 0.40126 valid_1's f1_score: 0.626841
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.366411 training's f1_score: 0.729295 valid_1's binary_logloss: 0.408825 valid_1's f1_score: 0.774765 [20] training's binary_logloss: 0.343462 training's f1_score: 0.742467 valid_1's binary_logloss: 0.397314 valid_1's f1_score: 0.780359 [30] training's binary_logloss: 0.329538 training's f1_score: 0.752518 valid_1's binary_logloss: 0.394393 valid_1's f1_score: 0.790005 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.324566 training's f1_score: 0.756003 valid_1's binary_logloss: 0.393595 valid_1's f1_score: 0.787427 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.371728 training's f1_score: 0.741004 valid_1's binary_logloss: 0.352237 valid_1's f1_score: 0.737694 [20] training's binary_logloss: 0.349114 training's f1_score: 0.753442 valid_1's binary_logloss: 0.339722 valid_1's f1_score: 0.743869 [30] training's binary_logloss: 0.336426 training's f1_score: 0.765729 valid_1's binary_logloss: 0.335114 valid_1's f1_score: 0.747103 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.329418 training's f1_score: 0.771084 valid_1's binary_logloss: 0.334943 valid_1's f1_score: 0.746289
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.371657 training's f1_score: 0.724103 valid_1's binary_logloss: 0.398837 valid_1's f1_score: 0.788224 [20] training's binary_logloss: 0.349253 training's f1_score: 0.735954 valid_1's binary_logloss: 0.393666 valid_1's f1_score: 0.795215 [30] training's binary_logloss: 0.333721 training's f1_score: 0.747413 valid_1's binary_logloss: 0.390942 valid_1's f1_score: 0.792031 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.324723 training's f1_score: 0.751836 valid_1's binary_logloss: 0.389181 valid_1's f1_score: 0.794547 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.36744 training's f1_score: 0.759653 valid_1's binary_logloss: 0.361166 valid_1's f1_score: 0.652789
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.344219 training's f1_score: 0.776855 valid_1's binary_logloss: 0.34982 valid_1's f1_score: 0.661728 [30] training's binary_logloss: 0.329289 training's f1_score: 0.789714 valid_1's binary_logloss: 0.342141 valid_1's f1_score: 0.668333 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.323349 training's f1_score: 0.79324 valid_1's binary_logloss: 0.342541 valid_1's f1_score: 0.668329 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.34933 training's f1_score: 0.773183 valid_1's binary_logloss: 0.423055 valid_1's f1_score: 0.610359 [20] training's binary_logloss: 0.328523 training's f1_score: 0.784122 valid_1's binary_logloss: 0.40696 valid_1's f1_score: 0.620915 [30] training's binary_logloss: 0.314249 training's f1_score: 0.794068 valid_1's binary_logloss: 0.40288 valid_1's f1_score: 0.622735 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.306134 training's f1_score: 0.798895 valid_1's binary_logloss: 0.401633 valid_1's f1_score: 0.631579
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.36045 training's f1_score: 0.736455 valid_1's binary_logloss: 0.404336 valid_1's f1_score: 0.775 [20] training's binary_logloss: 0.337035 training's f1_score: 0.75067 valid_1's binary_logloss: 0.39566 valid_1's f1_score: 0.781828 [30] training's binary_logloss: 0.320483 training's f1_score: 0.760027 valid_1's binary_logloss: 0.396623 valid_1's f1_score: 0.778552 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.314381 training's f1_score: 0.76567 valid_1's binary_logloss: 0.398036 valid_1's f1_score: 0.777241 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.36758 training's f1_score: 0.749144 valid_1's binary_logloss: 0.352659 valid_1's f1_score: 0.741497
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.344813 training's f1_score: 0.765729 valid_1's binary_logloss: 0.342445 valid_1's f1_score: 0.742702 [30] training's binary_logloss: 0.329635 training's f1_score: 0.774224 valid_1's binary_logloss: 0.336524 valid_1's f1_score: 0.749146 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.322633 training's f1_score: 0.779311 valid_1's binary_logloss: 0.336604 valid_1's f1_score: 0.750853 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.367141 training's f1_score: 0.722932 valid_1's binary_logloss: 0.393627 valid_1's f1_score: 0.79981 [20] training's binary_logloss: 0.345947 training's f1_score: 0.737126 valid_1's binary_logloss: 0.386586 valid_1's f1_score: 0.804213 [30] training's binary_logloss: 0.328841 training's f1_score: 0.748431 valid_1's binary_logloss: 0.389607 valid_1's f1_score: 0.794785 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.318635 training's f1_score: 0.757617 valid_1's binary_logloss: 0.38932 valid_1's f1_score: 0.794161
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.364557 training's f1_score: 0.761421 valid_1's binary_logloss: 0.358627 valid_1's f1_score: 0.653233 [20] training's binary_logloss: 0.339113 training's f1_score: 0.779579 valid_1's binary_logloss: 0.347712 valid_1's f1_score: 0.649502 [30] training's binary_logloss: 0.323603 training's f1_score: 0.789842 valid_1's binary_logloss: 0.344259 valid_1's f1_score: 0.661667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.314129 training's f1_score: 0.795416 valid_1's binary_logloss: 0.342308 valid_1's f1_score: 0.666667 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.345511 training's f1_score: 0.773645 valid_1's binary_logloss: 0.419601 valid_1's f1_score: 0.604167
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.323443 training's f1_score: 0.789393 valid_1's binary_logloss: 0.402993 valid_1's f1_score: 0.629232 [30] training's binary_logloss: 0.307974 training's f1_score: 0.799201 valid_1's binary_logloss: 0.402868 valid_1's f1_score: 0.629232 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.298623 training's f1_score: 0.805384 valid_1's binary_logloss: 0.397382 valid_1's f1_score: 0.638404
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.356648 training's f1_score: 0.736966 valid_1's binary_logloss: 0.40429 valid_1's f1_score: 0.77521 [20] training's binary_logloss: 0.331693 training's f1_score: 0.753151 valid_1's binary_logloss: 0.397169 valid_1's f1_score: 0.779661 [30] training's binary_logloss: 0.314944 training's f1_score: 0.762838 valid_1's binary_logloss: 0.394783 valid_1's f1_score: 0.785752 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.306524 training's f1_score: 0.769178 valid_1's binary_logloss: 0.396309 valid_1's f1_score: 0.781267 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3625 training's f1_score: 0.752078 valid_1's binary_logloss: 0.350459 valid_1's f1_score: 0.743013
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.337189 training's f1_score: 0.766714 valid_1's binary_logloss: 0.341227 valid_1's f1_score: 0.743051 [30] training's binary_logloss: 0.320885 training's f1_score: 0.779316 valid_1's binary_logloss: 0.338812 valid_1's f1_score: 0.747613 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.31275 training's f1_score: 0.784008 valid_1's binary_logloss: 0.339124 valid_1's f1_score: 0.748299 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.36295 training's f1_score: 0.725619 valid_1's binary_logloss: 0.392576 valid_1's f1_score: 0.791188 [20] training's binary_logloss: 0.339668 training's f1_score: 0.738969 valid_1's binary_logloss: 0.390466 valid_1's f1_score: 0.786917 [30] training's binary_logloss: 0.323076 training's f1_score: 0.751105 valid_1's binary_logloss: 0.391396 valid_1's f1_score: 0.787791 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.313545 training's f1_score: 0.764524 valid_1's binary_logloss: 0.391821 valid_1's f1_score: 0.782014 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.359051 training's f1_score: 0.766637 valid_1's binary_logloss: 0.354216 valid_1's f1_score: 0.663317 [20] training's binary_logloss: 0.335349 training's f1_score: 0.783255 valid_1's binary_logloss: 0.339654 valid_1's f1_score: 0.667785
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.317517 training's f1_score: 0.796327 valid_1's binary_logloss: 0.334053 valid_1's f1_score: 0.675105 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.309951 training's f1_score: 0.798897 valid_1's binary_logloss: 0.331252 valid_1's f1_score: 0.675676 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.343723 training's f1_score: 0.775752 valid_1's binary_logloss: 0.41729 valid_1's f1_score: 0.612378
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.319873 training's f1_score: 0.788156 valid_1's binary_logloss: 0.399343 valid_1's f1_score: 0.63245 [30] training's binary_logloss: 0.30331 training's f1_score: 0.802029 valid_1's binary_logloss: 0.399194 valid_1's f1_score: 0.633416 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.293527 training's f1_score: 0.80853 valid_1's binary_logloss: 0.4011 valid_1's f1_score: 0.635685 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.350235 training's f1_score: 0.746309 valid_1's binary_logloss: 0.401253 valid_1's f1_score: 0.77673 [20] training's binary_logloss: 0.325911 training's f1_score: 0.754407 valid_1's binary_logloss: 0.394931 valid_1's f1_score: 0.780074 [30] training's binary_logloss: 0.309241 training's f1_score: 0.768087 valid_1's binary_logloss: 0.395865 valid_1's f1_score: 0.779733 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.301699 training's f1_score: 0.773066 valid_1's binary_logloss: 0.397251 valid_1's f1_score: 0.772436
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358592 training's f1_score: 0.754331 valid_1's binary_logloss: 0.352625 valid_1's f1_score: 0.741144 [20] training's binary_logloss: 0.333167 training's f1_score: 0.771496 valid_1's binary_logloss: 0.342712 valid_1's f1_score: 0.743207 [30] training's binary_logloss: 0.316681 training's f1_score: 0.782112 valid_1's binary_logloss: 0.33697 valid_1's f1_score: 0.738063 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.309162 training's f1_score: 0.785544 valid_1's binary_logloss: 0.33808 valid_1's f1_score: 0.738063 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.359229 training's f1_score: 0.726874 valid_1's binary_logloss: 0.39039 valid_1's f1_score: 0.796578
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.33621 training's f1_score: 0.744272 valid_1's binary_logloss: 0.390937 valid_1's f1_score: 0.797704 [30] training's binary_logloss: 0.317776 training's f1_score: 0.757005 valid_1's binary_logloss: 0.392257 valid_1's f1_score: 0.790315 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.305104 training's f1_score: 0.766793 valid_1's binary_logloss: 0.392788 valid_1's f1_score: 0.789859 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.357853 training's f1_score: 0.76431 valid_1's binary_logloss: 0.353958 valid_1's f1_score: 0.659359 [20] training's binary_logloss: 0.33101 training's f1_score: 0.782939 valid_1's binary_logloss: 0.33846 valid_1's f1_score: 0.667791 [30] training's binary_logloss: 0.313353 training's f1_score: 0.798102 valid_1's binary_logloss: 0.337057 valid_1's f1_score: 0.667805 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.304034 training's f1_score: 0.803072 valid_1's binary_logloss: 0.335295 valid_1's f1_score: 0.667817 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341304 training's f1_score: 0.776932 valid_1's binary_logloss: 0.427532 valid_1's f1_score: 0.593125 [20] training's binary_logloss: 0.3164 training's f1_score: 0.790648 valid_1's binary_logloss: 0.412151 valid_1's f1_score: 0.619672
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.299482 training's f1_score: 0.802963 valid_1's binary_logloss: 0.409906 valid_1's f1_score: 0.627907 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.290034 training's f1_score: 0.807841 valid_1's binary_logloss: 0.406983 valid_1's f1_score: 0.631841 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.347313 training's f1_score: 0.747664 valid_1's binary_logloss: 0.39585 valid_1's f1_score: 0.779821
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.323737 training's f1_score: 0.76274 valid_1's binary_logloss: 0.388486 valid_1's f1_score: 0.782516 [30] training's binary_logloss: 0.305969 training's f1_score: 0.776888 valid_1's binary_logloss: 0.389249 valid_1's f1_score: 0.78614 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.295973 training's f1_score: 0.780538 valid_1's binary_logloss: 0.389731 valid_1's f1_score: 0.78355 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.355617 training's f1_score: 0.7585 valid_1's binary_logloss: 0.349433 valid_1's f1_score: 0.74231 [20] training's binary_logloss: 0.331476 training's f1_score: 0.771691 valid_1's binary_logloss: 0.341572 valid_1's f1_score: 0.743363 [30] training's binary_logloss: 0.314108 training's f1_score: 0.786057 valid_1's binary_logloss: 0.337049 valid_1's f1_score: 0.747087 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.305041 training's f1_score: 0.791673 valid_1's binary_logloss: 0.336404 valid_1's f1_score: 0.747754 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.355736 training's f1_score: 0.732248 valid_1's binary_logloss: 0.390184 valid_1's f1_score: 0.787274
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.329858 training's f1_score: 0.748309 valid_1's binary_logloss: 0.386877 valid_1's f1_score: 0.788921 [30] training's binary_logloss: 0.310126 training's f1_score: 0.760914 valid_1's binary_logloss: 0.392108 valid_1's f1_score: 0.789827 Early stopping, best iteration is: [5] training's binary_logloss: 0.376982 training's f1_score: 0.724474 valid_1's binary_logloss: 0.408087 valid_1's f1_score: 0.797654 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.351844 training's f1_score: 0.773784 valid_1's binary_logloss: 0.345431 valid_1's f1_score: 0.664966 [20] training's binary_logloss: 0.32811 training's f1_score: 0.788044 valid_1's binary_logloss: 0.341332 valid_1's f1_score: 0.676198 [30] training's binary_logloss: 0.307644 training's f1_score: 0.80098 valid_1's binary_logloss: 0.333854 valid_1's f1_score: 0.676819 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.29947 training's f1_score: 0.806442 valid_1's binary_logloss: 0.332366 valid_1's f1_score: 0.680961 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337099 training's f1_score: 0.782344 valid_1's binary_logloss: 0.416112 valid_1's f1_score: 0.604502
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.313123 training's f1_score: 0.793578 valid_1's binary_logloss: 0.410855 valid_1's f1_score: 0.621644 [30] training's binary_logloss: 0.29269 training's f1_score: 0.810193 valid_1's binary_logloss: 0.402048 valid_1's f1_score: 0.629843 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.284653 training's f1_score: 0.814987 valid_1's binary_logloss: 0.398474 valid_1's f1_score: 0.630525 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.343643 training's f1_score: 0.749371 valid_1's binary_logloss: 0.400048 valid_1's f1_score: 0.773816 [20] training's binary_logloss: 0.317254 training's f1_score: 0.764438 valid_1's binary_logloss: 0.391356 valid_1's f1_score: 0.781818 [30] training's binary_logloss: 0.298551 training's f1_score: 0.776363 valid_1's binary_logloss: 0.3946 valid_1's f1_score: 0.781572 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.290627 training's f1_score: 0.785666 valid_1's binary_logloss: 0.394513 valid_1's f1_score: 0.779404 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.353247 training's f1_score: 0.760254 valid_1's binary_logloss: 0.349441 valid_1's f1_score: 0.741604 [20] training's binary_logloss: 0.327368 training's f1_score: 0.77354 valid_1's binary_logloss: 0.342303 valid_1's f1_score: 0.74174 [30] training's binary_logloss: 0.308531 training's f1_score: 0.789231 valid_1's binary_logloss: 0.337528 valid_1's f1_score: 0.751359 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.297463 training's f1_score: 0.797693 valid_1's binary_logloss: 0.339213 valid_1's f1_score: 0.748971
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.352328 training's f1_score: 0.735025 valid_1's binary_logloss: 0.387968 valid_1's f1_score: 0.792023 [20] training's binary_logloss: 0.329044 training's f1_score: 0.748763 valid_1's binary_logloss: 0.387542 valid_1's f1_score: 0.794626 [30] training's binary_logloss: 0.309914 training's f1_score: 0.763135 valid_1's binary_logloss: 0.395028 valid_1's f1_score: 0.793558 Early stopping, best iteration is: [4] training's binary_logloss: 0.384074 training's f1_score: 0.729407 valid_1's binary_logloss: 0.42008 valid_1's f1_score: 0.803616 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.35204 training's f1_score: 0.774106 valid_1's binary_logloss: 0.353957 valid_1's f1_score: 0.663858
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.323788 training's f1_score: 0.791616 valid_1's binary_logloss: 0.340989 valid_1's f1_score: 0.664441 [30] training's binary_logloss: 0.302013 training's f1_score: 0.804721 valid_1's binary_logloss: 0.335742 valid_1's f1_score: 0.65765 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.293309 training's f1_score: 0.809231 valid_1's binary_logloss: 0.337525 valid_1's f1_score: 0.663837 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335026 training's f1_score: 0.78155 valid_1's binary_logloss: 0.417482 valid_1's f1_score: 0.596154 [20] training's binary_logloss: 0.309182 training's f1_score: 0.798408 valid_1's binary_logloss: 0.40364 valid_1's f1_score: 0.622074 [30] training's binary_logloss: 0.288297 training's f1_score: 0.813849 valid_1's binary_logloss: 0.403095 valid_1's f1_score: 0.632107 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.278185 training's f1_score: 0.8208 valid_1's binary_logloss: 0.39924 valid_1's f1_score: 0.628763 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342491 training's f1_score: 0.749916 valid_1's binary_logloss: 0.39421 valid_1's f1_score: 0.780822 [20] training's binary_logloss: 0.315701 training's f1_score: 0.768971 valid_1's binary_logloss: 0.391181 valid_1's f1_score: 0.779935
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.295824 training's f1_score: 0.782268 valid_1's binary_logloss: 0.392821 valid_1's f1_score: 0.780065 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.285785 training's f1_score: 0.791032 valid_1's binary_logloss: 0.394413 valid_1's f1_score: 0.777535 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.352542 training's f1_score: 0.760281 valid_1's binary_logloss: 0.347969 valid_1's f1_score: 0.738629
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.328268 training's f1_score: 0.773969 valid_1's binary_logloss: 0.342805 valid_1's f1_score: 0.748815 [30] training's binary_logloss: 0.306244 training's f1_score: 0.789348 valid_1's binary_logloss: 0.33787 valid_1's f1_score: 0.753941 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.297746 training's f1_score: 0.796355 valid_1's binary_logloss: 0.338134 valid_1's f1_score: 0.75 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.3513 training's f1_score: 0.728176 valid_1's binary_logloss: 0.390452 valid_1's f1_score: 0.786932 [20] training's binary_logloss: 0.3281 training's f1_score: 0.750336 valid_1's binary_logloss: 0.393257 valid_1's f1_score: 0.782235 [30] training's binary_logloss: 0.305894 training's f1_score: 0.770074 valid_1's binary_logloss: 0.393763 valid_1's f1_score: 0.790878 Early stopping, best iteration is: [4] training's binary_logloss: 0.383395 training's f1_score: 0.726675 valid_1's binary_logloss: 0.420301 valid_1's f1_score: 0.794355 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.351378 training's f1_score: 0.770585 valid_1's binary_logloss: 0.352866 valid_1's f1_score: 0.651163 [20] training's binary_logloss: 0.322892 training's f1_score: 0.78854 valid_1's binary_logloss: 0.340722 valid_1's f1_score: 0.665557 [30] training's binary_logloss: 0.302774 training's f1_score: 0.802013 valid_1's binary_logloss: 0.336852 valid_1's f1_score: 0.666103 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.291546 training's f1_score: 0.80741 valid_1's binary_logloss: 0.336579 valid_1's f1_score: 0.666094 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333036 training's f1_score: 0.783402 valid_1's binary_logloss: 0.413789 valid_1's f1_score: 0.608555 [20] training's binary_logloss: 0.306461 training's f1_score: 0.799199 valid_1's binary_logloss: 0.394442 valid_1's f1_score: 0.636587 [30] training's binary_logloss: 0.284402 training's f1_score: 0.814884 valid_1's binary_logloss: 0.396722 valid_1's f1_score: 0.640402 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.274026 training's f1_score: 0.821879 valid_1's binary_logloss: 0.394865 valid_1's f1_score: 0.647206 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340909 training's f1_score: 0.752435 valid_1's binary_logloss: 0.394557 valid_1's f1_score: 0.778424 [20] training's binary_logloss: 0.311988 training's f1_score: 0.76866 valid_1's binary_logloss: 0.384847 valid_1's f1_score: 0.780096
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.291502 training's f1_score: 0.782506 valid_1's binary_logloss: 0.386895 valid_1's f1_score: 0.785403 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.280192 training's f1_score: 0.792808 valid_1's binary_logloss: 0.392555 valid_1's f1_score: 0.77607 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.349842 training's f1_score: 0.764102 valid_1's binary_logloss: 0.34694 valid_1's f1_score: 0.738482
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.322752 training's f1_score: 0.779892 valid_1's binary_logloss: 0.336187 valid_1's f1_score: 0.74231 [30] training's binary_logloss: 0.304099 training's f1_score: 0.792568 valid_1's binary_logloss: 0.332512 valid_1's f1_score: 0.754795 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.294245 training's f1_score: 0.799357 valid_1's binary_logloss: 0.33268 valid_1's f1_score: 0.753425 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.347897 training's f1_score: 0.734291 valid_1's binary_logloss: 0.390704 valid_1's f1_score: 0.785882 [20] training's binary_logloss: 0.322007 training's f1_score: 0.748524 valid_1's binary_logloss: 0.387976 valid_1's f1_score: 0.783525 [30] training's binary_logloss: 0.297979 training's f1_score: 0.77094 valid_1's binary_logloss: 0.388373 valid_1's f1_score: 0.781128 Early stopping, best iteration is: [5] training's binary_logloss: 0.371081 training's f1_score: 0.732906 valid_1's binary_logloss: 0.410637 valid_1's f1_score: 0.797437 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.350106 training's f1_score: 0.772194 valid_1's binary_logloss: 0.351067 valid_1's f1_score: 0.657807
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.321424 training's f1_score: 0.792883 valid_1's binary_logloss: 0.341602 valid_1's f1_score: 0.663317 [30] training's binary_logloss: 0.299187 training's f1_score: 0.807125 valid_1's binary_logloss: 0.336601 valid_1's f1_score: 0.667799 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.287644 training's f1_score: 0.814301 valid_1's binary_logloss: 0.335633 valid_1's f1_score: 0.659303 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331879 training's f1_score: 0.785278 valid_1's binary_logloss: 0.41788 valid_1's f1_score: 0.60356 [20] training's binary_logloss: 0.306185 training's f1_score: 0.800859 valid_1's binary_logloss: 0.405518 valid_1's f1_score: 0.622951 [30] training's binary_logloss: 0.28401 training's f1_score: 0.816251 valid_1's binary_logloss: 0.402146 valid_1's f1_score: 0.625 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.273686 training's f1_score: 0.820099 valid_1's binary_logloss: 0.39912 valid_1's f1_score: 0.628141 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340184 training's f1_score: 0.753844 valid_1's binary_logloss: 0.39605 valid_1's f1_score: 0.779894 [20] training's binary_logloss: 0.311414 training's f1_score: 0.770273 valid_1's binary_logloss: 0.387932 valid_1's f1_score: 0.780645
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.29287 training's f1_score: 0.779632 valid_1's binary_logloss: 0.390717 valid_1's f1_score: 0.77802 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.285163 training's f1_score: 0.785568 valid_1's binary_logloss: 0.3915 valid_1's f1_score: 0.774932 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.346769 training's f1_score: 0.766328 valid_1's binary_logloss: 0.34484 valid_1's f1_score: 0.746939
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.320306 training's f1_score: 0.780169 valid_1's binary_logloss: 0.339574 valid_1's f1_score: 0.75307 [30] training's binary_logloss: 0.301005 training's f1_score: 0.798911 valid_1's binary_logloss: 0.334919 valid_1's f1_score: 0.754795 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.291171 training's f1_score: 0.808217 valid_1's binary_logloss: 0.335155 valid_1's f1_score: 0.753265 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.347038 training's f1_score: 0.735709 valid_1's binary_logloss: 0.389783 valid_1's f1_score: 0.79061 [20] training's binary_logloss: 0.320586 training's f1_score: 0.753406 valid_1's binary_logloss: 0.388704 valid_1's f1_score: 0.791786 [30] training's binary_logloss: 0.297735 training's f1_score: 0.771864 valid_1's binary_logloss: 0.386176 valid_1's f1_score: 0.790472 Early stopping, best iteration is: [5] training's binary_logloss: 0.369921 training's f1_score: 0.733742 valid_1's binary_logloss: 0.407912 valid_1's f1_score: 0.799806 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.350737 training's f1_score: 0.771537 valid_1's binary_logloss: 0.352954 valid_1's f1_score: 0.662712
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.32079 training's f1_score: 0.790754 valid_1's binary_logloss: 0.338902 valid_1's f1_score: 0.668338 [30] training's binary_logloss: 0.300762 training's f1_score: 0.805833 valid_1's binary_logloss: 0.335691 valid_1's f1_score: 0.673435 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.290026 training's f1_score: 0.810528 valid_1's binary_logloss: 0.33235 valid_1's f1_score: 0.673452 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330886 training's f1_score: 0.781155 valid_1's binary_logloss: 0.410603 valid_1's f1_score: 0.601286 [20] training's binary_logloss: 0.304913 training's f1_score: 0.795151 valid_1's binary_logloss: 0.397697 valid_1's f1_score: 0.634631 [30] training's binary_logloss: 0.281816 training's f1_score: 0.815597 valid_1's binary_logloss: 0.398128 valid_1's f1_score: 0.626058 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270828 training's f1_score: 0.822576 valid_1's binary_logloss: 0.398273 valid_1's f1_score: 0.637288
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338728 training's f1_score: 0.750337 valid_1's binary_logloss: 0.395306 valid_1's f1_score: 0.774708 [20] training's binary_logloss: 0.3104 training's f1_score: 0.772935 valid_1's binary_logloss: 0.389691 valid_1's f1_score: 0.778495 [30] training's binary_logloss: 0.290352 training's f1_score: 0.791152 valid_1's binary_logloss: 0.388139 valid_1's f1_score: 0.778378 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.28103 training's f1_score: 0.799035 valid_1's binary_logloss: 0.390304 valid_1's f1_score: 0.777718 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.347132 training's f1_score: 0.766039 valid_1's binary_logloss: 0.344334 valid_1's f1_score: 0.749141
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.320779 training's f1_score: 0.778645 valid_1's binary_logloss: 0.336679 valid_1's f1_score: 0.746594 [30] training's binary_logloss: 0.297568 training's f1_score: 0.796263 valid_1's binary_logloss: 0.331837 valid_1's f1_score: 0.753762 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.287315 training's f1_score: 0.802967 valid_1's binary_logloss: 0.331475 valid_1's f1_score: 0.752407 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.344162 training's f1_score: 0.739123 valid_1's binary_logloss: 0.389528 valid_1's f1_score: 0.789374 [20] training's binary_logloss: 0.317653 training's f1_score: 0.754538 valid_1's binary_logloss: 0.393809 valid_1's f1_score: 0.779645 [30] training's binary_logloss: 0.293608 training's f1_score: 0.776402 valid_1's binary_logloss: 0.397776 valid_1's f1_score: 0.782313 Early stopping, best iteration is: [4] training's binary_logloss: 0.379603 training's f1_score: 0.731823 valid_1's binary_logloss: 0.418325 valid_1's f1_score: 0.798796 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.350564 training's f1_score: 0.772004 valid_1's binary_logloss: 0.353666 valid_1's f1_score: 0.662151 [20] training's binary_logloss: 0.319637 training's f1_score: 0.793501 valid_1's binary_logloss: 0.340259 valid_1's f1_score: 0.670598
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.297758 training's f1_score: 0.805709 valid_1's binary_logloss: 0.338655 valid_1's f1_score: 0.665535 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.284368 training's f1_score: 0.812269 valid_1's binary_logloss: 0.33556 valid_1's f1_score: 0.664378 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33103 training's f1_score: 0.779532 valid_1's binary_logloss: 0.415502 valid_1's f1_score: 0.6
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301453 training's f1_score: 0.803327 valid_1's binary_logloss: 0.41124 valid_1's f1_score: 0.625205 [30] training's binary_logloss: 0.282667 training's f1_score: 0.818365 valid_1's binary_logloss: 0.408495 valid_1's f1_score: 0.625726 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.269572 training's f1_score: 0.826202 valid_1's binary_logloss: 0.404809 valid_1's f1_score: 0.632365 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.338024 training's f1_score: 0.752965 valid_1's binary_logloss: 0.396175 valid_1's f1_score: 0.7744 [20] training's binary_logloss: 0.311202 training's f1_score: 0.767454 valid_1's binary_logloss: 0.392335 valid_1's f1_score: 0.778675 [30] training's binary_logloss: 0.288961 training's f1_score: 0.784823 valid_1's binary_logloss: 0.391492 valid_1's f1_score: 0.776869 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.280293 training's f1_score: 0.792324 valid_1's binary_logloss: 0.392274 valid_1's f1_score: 0.772999 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.346154 training's f1_score: 0.766406 valid_1's binary_logloss: 0.344438 valid_1's f1_score: 0.742466
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.315646 training's f1_score: 0.784981 valid_1's binary_logloss: 0.335775 valid_1's f1_score: 0.757534 [30] training's binary_logloss: 0.291049 training's f1_score: 0.800974 valid_1's binary_logloss: 0.332145 valid_1's f1_score: 0.752909 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.281333 training's f1_score: 0.809702 valid_1's binary_logloss: 0.333332 valid_1's f1_score: 0.757679 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.345682 training's f1_score: 0.736789 valid_1's binary_logloss: 0.389275 valid_1's f1_score: 0.790742 [20] training's binary_logloss: 0.318413 training's f1_score: 0.75505 valid_1's binary_logloss: 0.394423 valid_1's f1_score: 0.786917 [30] training's binary_logloss: 0.297348 training's f1_score: 0.768069 valid_1's binary_logloss: 0.395972 valid_1's f1_score: 0.789499 Early stopping, best iteration is: [4] training's binary_logloss: 0.379338 training's f1_score: 0.732554 valid_1's binary_logloss: 0.4177 valid_1's f1_score: 0.801202 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.387432 training's f1_score: 0.746531 valid_1's binary_logloss: 0.372015 valid_1's f1_score: 0.647887
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.365977 training's f1_score: 0.762564 valid_1's binary_logloss: 0.358946 valid_1's f1_score: 0.659468 [30] training's binary_logloss: 0.353594 training's f1_score: 0.769835 valid_1's binary_logloss: 0.349828 valid_1's f1_score: 0.664446 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.347858 training's f1_score: 0.774924 valid_1's binary_logloss: 0.348204 valid_1's f1_score: 0.663887 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.369835 training's f1_score: 0.759633 valid_1's binary_logloss: 0.43147 valid_1's f1_score: 0.589457 [20] training's binary_logloss: 0.349418 training's f1_score: 0.771521 valid_1's binary_logloss: 0.412838 valid_1's f1_score: 0.616915 [30] training's binary_logloss: 0.339266 training's f1_score: 0.780052 valid_1's binary_logloss: 0.406159 valid_1's f1_score: 0.616027 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.333052 training's f1_score: 0.782769 valid_1's binary_logloss: 0.399961 valid_1's f1_score: 0.616541 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.381161 training's f1_score: 0.722734 valid_1's binary_logloss: 0.423091 valid_1's f1_score: 0.768828 [20] training's binary_logloss: 0.357873 training's f1_score: 0.735319 valid_1's binary_logloss: 0.407144 valid_1's f1_score: 0.778892
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.347373 training's f1_score: 0.741101 valid_1's binary_logloss: 0.401428 valid_1's f1_score: 0.780591 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.343257 training's f1_score: 0.746354 valid_1's binary_logloss: 0.401888 valid_1's f1_score: 0.784127 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.388515 training's f1_score: 0.733956 valid_1's binary_logloss: 0.360459 valid_1's f1_score: 0.726772
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.367897 training's f1_score: 0.746784 valid_1's binary_logloss: 0.348006 valid_1's f1_score: 0.741355 [30] training's binary_logloss: 0.356012 training's f1_score: 0.757509 valid_1's binary_logloss: 0.342241 valid_1's f1_score: 0.752407 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.349789 training's f1_score: 0.760132 valid_1's binary_logloss: 0.342017 valid_1's f1_score: 0.75154 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.386969 training's f1_score: 0.711545 valid_1's binary_logloss: 0.407059 valid_1's f1_score: 0.792578 [20] training's binary_logloss: 0.366844 training's f1_score: 0.730196 valid_1's binary_logloss: 0.397221 valid_1's f1_score: 0.793452 [30] training's binary_logloss: 0.353359 training's f1_score: 0.734272 valid_1's binary_logloss: 0.394488 valid_1's f1_score: 0.790005 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.347318 training's f1_score: 0.739605 valid_1's binary_logloss: 0.392058 valid_1's f1_score: 0.790787
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3802 training's f1_score: 0.754079 valid_1's binary_logloss: 0.370626 valid_1's f1_score: 0.647303 [20] training's binary_logloss: 0.356773 training's f1_score: 0.767396 valid_1's binary_logloss: 0.350425 valid_1's f1_score: 0.663887 [30] training's binary_logloss: 0.342514 training's f1_score: 0.77749 valid_1's binary_logloss: 0.343306 valid_1's f1_score: 0.663291 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.337058 training's f1_score: 0.779398 valid_1's binary_logloss: 0.342086 valid_1's f1_score: 0.661074 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.361809 training's f1_score: 0.761732 valid_1's binary_logloss: 0.419447 valid_1's f1_score: 0.601286
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.339895 training's f1_score: 0.778845 valid_1's binary_logloss: 0.405879 valid_1's f1_score: 0.618658 [30] training's binary_logloss: 0.329504 training's f1_score: 0.787404 valid_1's binary_logloss: 0.401037 valid_1's f1_score: 0.618302 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.323471 training's f1_score: 0.791468 valid_1's binary_logloss: 0.401713 valid_1's f1_score: 0.620576 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.37467 training's f1_score: 0.722422 valid_1's binary_logloss: 0.415737 valid_1's f1_score: 0.770585 [20] training's binary_logloss: 0.350108 training's f1_score: 0.741779 valid_1's binary_logloss: 0.401926 valid_1's f1_score: 0.783342 [30] training's binary_logloss: 0.338337 training's f1_score: 0.750042 valid_1's binary_logloss: 0.397782 valid_1's f1_score: 0.783307 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.333617 training's f1_score: 0.753242 valid_1's binary_logloss: 0.398606 valid_1's f1_score: 0.781535
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.380048 training's f1_score: 0.737361 valid_1's binary_logloss: 0.358947 valid_1's f1_score: 0.731212 [20] training's binary_logloss: 0.357384 training's f1_score: 0.753528 valid_1's binary_logloss: 0.347211 valid_1's f1_score: 0.743836 [30] training's binary_logloss: 0.34549 training's f1_score: 0.764603 valid_1's binary_logloss: 0.343587 valid_1's f1_score: 0.747599 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.3392 training's f1_score: 0.76867 valid_1's binary_logloss: 0.341393 valid_1's f1_score: 0.751715 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.377306 training's f1_score: 0.71587 valid_1's binary_logloss: 0.396573 valid_1's f1_score: 0.794145
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.358827 training's f1_score: 0.731118 valid_1's binary_logloss: 0.392167 valid_1's f1_score: 0.79486 [30] training's binary_logloss: 0.343696 training's f1_score: 0.740603 valid_1's binary_logloss: 0.394214 valid_1's f1_score: 0.792724 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.337429 training's f1_score: 0.745838 valid_1's binary_logloss: 0.394302 valid_1's f1_score: 0.791727 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.369631 training's f1_score: 0.758549 valid_1's binary_logloss: 0.360138 valid_1's f1_score: 0.645054 [20] training's binary_logloss: 0.347916 training's f1_score: 0.776453 valid_1's binary_logloss: 0.346606 valid_1's f1_score: 0.661654 [30] training's binary_logloss: 0.33473 training's f1_score: 0.785432 valid_1's binary_logloss: 0.340346 valid_1's f1_score: 0.664979 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.327874 training's f1_score: 0.789786 valid_1's binary_logloss: 0.337775 valid_1's f1_score: 0.667228 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.354452 training's f1_score: 0.770047 valid_1's binary_logloss: 0.428124 valid_1's f1_score: 0.596491
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.333848 training's f1_score: 0.780458 valid_1's binary_logloss: 0.409237 valid_1's f1_score: 0.625828 [30] training's binary_logloss: 0.321274 training's f1_score: 0.790218 valid_1's binary_logloss: 0.406413 valid_1's f1_score: 0.618574 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.313182 training's f1_score: 0.795504 valid_1's binary_logloss: 0.403096 valid_1's f1_score: 0.624172 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.366411 training's f1_score: 0.729295 valid_1's binary_logloss: 0.408825 valid_1's f1_score: 0.774765 [20] training's binary_logloss: 0.343492 training's f1_score: 0.7457 valid_1's binary_logloss: 0.398918 valid_1's f1_score: 0.781316 [30] training's binary_logloss: 0.329192 training's f1_score: 0.755287 valid_1's binary_logloss: 0.398083 valid_1's f1_score: 0.777131 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.32379 training's f1_score: 0.759987 valid_1's binary_logloss: 0.40022 valid_1's f1_score: 0.773715
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.371728 training's f1_score: 0.741004 valid_1's binary_logloss: 0.352237 valid_1's f1_score: 0.737694 [20] training's binary_logloss: 0.349263 training's f1_score: 0.754145 valid_1's binary_logloss: 0.341362 valid_1's f1_score: 0.743243 [30] training's binary_logloss: 0.336429 training's f1_score: 0.764269 valid_1's binary_logloss: 0.338212 valid_1's f1_score: 0.748475 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.331065 training's f1_score: 0.767574 valid_1's binary_logloss: 0.33703 valid_1's f1_score: 0.753212 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.371588 training's f1_score: 0.72451 valid_1's binary_logloss: 0.396995 valid_1's f1_score: 0.789852
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.350886 training's f1_score: 0.735792 valid_1's binary_logloss: 0.393108 valid_1's f1_score: 0.799235 [30] training's binary_logloss: 0.33557 training's f1_score: 0.744615 valid_1's binary_logloss: 0.393062 valid_1's f1_score: 0.795751 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.327862 training's f1_score: 0.751758 valid_1's binary_logloss: 0.390124 valid_1's f1_score: 0.793819 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.366699 training's f1_score: 0.761905 valid_1's binary_logloss: 0.360915 valid_1's f1_score: 0.658882 [20] training's binary_logloss: 0.343107 training's f1_score: 0.773398 valid_1's binary_logloss: 0.347976 valid_1's f1_score: 0.667213 [30] training's binary_logloss: 0.326835 training's f1_score: 0.784776 valid_1's binary_logloss: 0.341982 valid_1's f1_score: 0.672742 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.317892 training's f1_score: 0.789801 valid_1's binary_logloss: 0.338947 valid_1's f1_score: 0.669449 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.349628 training's f1_score: 0.771983 valid_1's binary_logloss: 0.421458 valid_1's f1_score: 0.6096 [20] training's binary_logloss: 0.328436 training's f1_score: 0.786106 valid_1's binary_logloss: 0.40746 valid_1's f1_score: 0.628571
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.313908 training's f1_score: 0.795696 valid_1's binary_logloss: 0.400461 valid_1's f1_score: 0.637271 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.305027 training's f1_score: 0.79963 valid_1's binary_logloss: 0.405195 valid_1's f1_score: 0.632974 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.360235 training's f1_score: 0.73765 valid_1's binary_logloss: 0.404961 valid_1's f1_score: 0.774597
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.335269 training's f1_score: 0.751844 valid_1's binary_logloss: 0.396735 valid_1's f1_score: 0.783527 [30] training's binary_logloss: 0.320913 training's f1_score: 0.761068 valid_1's binary_logloss: 0.392167 valid_1's f1_score: 0.779861 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.313709 training's f1_score: 0.765103 valid_1's binary_logloss: 0.394515 valid_1's f1_score: 0.77879 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.367473 training's f1_score: 0.751985 valid_1's binary_logloss: 0.351378 valid_1's f1_score: 0.742156 [20] training's binary_logloss: 0.34281 training's f1_score: 0.76466 valid_1's binary_logloss: 0.343817 valid_1's f1_score: 0.741497 [30] training's binary_logloss: 0.327186 training's f1_score: 0.776597 valid_1's binary_logloss: 0.337126 valid_1's f1_score: 0.751032 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.318944 training's f1_score: 0.781847 valid_1's binary_logloss: 0.337863 valid_1's f1_score: 0.752584
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.365821 training's f1_score: 0.723061 valid_1's binary_logloss: 0.393035 valid_1's f1_score: 0.797529 [20] training's binary_logloss: 0.34454 training's f1_score: 0.739777 valid_1's binary_logloss: 0.393986 valid_1's f1_score: 0.78965 [30] training's binary_logloss: 0.328718 training's f1_score: 0.750171 valid_1's binary_logloss: 0.394272 valid_1's f1_score: 0.792435 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.318667 training's f1_score: 0.758893 valid_1's binary_logloss: 0.393935 valid_1's f1_score: 0.793404 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.362821 training's f1_score: 0.763916 valid_1's binary_logloss: 0.358842 valid_1's f1_score: 0.651007
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.339018 training's f1_score: 0.778906 valid_1's binary_logloss: 0.349961 valid_1's f1_score: 0.655602 [30] training's binary_logloss: 0.32068 training's f1_score: 0.788192 valid_1's binary_logloss: 0.341566 valid_1's f1_score: 0.659341 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.313276 training's f1_score: 0.79201 valid_1's binary_logloss: 0.340576 valid_1's f1_score: 0.653516
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.345538 training's f1_score: 0.775236 valid_1's binary_logloss: 0.417849 valid_1's f1_score: 0.612278 [20] training's binary_logloss: 0.322156 training's f1_score: 0.788055 valid_1's binary_logloss: 0.401865 valid_1's f1_score: 0.632703 [30] training's binary_logloss: 0.307007 training's f1_score: 0.799261 valid_1's binary_logloss: 0.403833 valid_1's f1_score: 0.621087 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.298656 training's f1_score: 0.80278 valid_1's binary_logloss: 0.403622 valid_1's f1_score: 0.622626 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.355206 training's f1_score: 0.738585 valid_1's binary_logloss: 0.406066 valid_1's f1_score: 0.77801
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.329772 training's f1_score: 0.756956 valid_1's binary_logloss: 0.394059 valid_1's f1_score: 0.780462 [30] training's binary_logloss: 0.313566 training's f1_score: 0.769101 valid_1's binary_logloss: 0.39593 valid_1's f1_score: 0.783254 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.305275 training's f1_score: 0.774741 valid_1's binary_logloss: 0.399226 valid_1's f1_score: 0.785106 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.36225 training's f1_score: 0.750981 valid_1's binary_logloss: 0.346962 valid_1's f1_score: 0.741297 [20] training's binary_logloss: 0.339749 training's f1_score: 0.767457 valid_1's binary_logloss: 0.340616 valid_1's f1_score: 0.743712 [30] training's binary_logloss: 0.321663 training's f1_score: 0.780246 valid_1's binary_logloss: 0.337527 valid_1's f1_score: 0.748971 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.312991 training's f1_score: 0.784924 valid_1's binary_logloss: 0.334241 valid_1's f1_score: 0.753265 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.360596 training's f1_score: 0.73497 valid_1's binary_logloss: 0.394967 valid_1's f1_score: 0.791325
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.340319 training's f1_score: 0.744713 valid_1's binary_logloss: 0.39332 valid_1's f1_score: 0.786441 [30] training's binary_logloss: 0.322002 training's f1_score: 0.75482 valid_1's binary_logloss: 0.393766 valid_1's f1_score: 0.785853 Early stopping, best iteration is: [3] training's binary_logloss: 0.403983 training's f1_score: 0.714879 valid_1's binary_logloss: 0.444596 valid_1's f1_score: 0.797311 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.358091 training's f1_score: 0.76726 valid_1's binary_logloss: 0.352574 valid_1's f1_score: 0.660473 [20] training's binary_logloss: 0.331809 training's f1_score: 0.786117 valid_1's binary_logloss: 0.340497 valid_1's f1_score: 0.669463 [30] training's binary_logloss: 0.313693 training's f1_score: 0.79323 valid_1's binary_logloss: 0.337487 valid_1's f1_score: 0.667227 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.305477 training's f1_score: 0.797424 valid_1's binary_logloss: 0.335712 valid_1's f1_score: 0.668359 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341098 training's f1_score: 0.783051 valid_1's binary_logloss: 0.413106 valid_1's f1_score: 0.613599 [20] training's binary_logloss: 0.317035 training's f1_score: 0.790268 valid_1's binary_logloss: 0.397718 valid_1's f1_score: 0.631141
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.300401 training's f1_score: 0.803643 valid_1's binary_logloss: 0.395655 valid_1's f1_score: 0.633333 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.291229 training's f1_score: 0.806322 valid_1's binary_logloss: 0.39448 valid_1's f1_score: 0.63553 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.350952 training's f1_score: 0.742924 valid_1's binary_logloss: 0.401701 valid_1's f1_score: 0.776323
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.323567 training's f1_score: 0.766599 valid_1's binary_logloss: 0.395757 valid_1's f1_score: 0.779733 [30] training's binary_logloss: 0.307332 training's f1_score: 0.772535 valid_1's binary_logloss: 0.395098 valid_1's f1_score: 0.78145 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.299048 training's f1_score: 0.777853 valid_1's binary_logloss: 0.396365 valid_1's f1_score: 0.782375 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.356316 training's f1_score: 0.757053 valid_1's binary_logloss: 0.349126 valid_1's f1_score: 0.738482 [20] training's binary_logloss: 0.332986 training's f1_score: 0.772555 valid_1's binary_logloss: 0.342606 valid_1's f1_score: 0.745602 [30] training's binary_logloss: 0.315652 training's f1_score: 0.78526 valid_1's binary_logloss: 0.337533 valid_1's f1_score: 0.748475 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.306757 training's f1_score: 0.789205 valid_1's binary_logloss: 0.336712 valid_1's f1_score: 0.749319
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.356947 training's f1_score: 0.736627 valid_1's binary_logloss: 0.395606 valid_1's f1_score: 0.786712 [20] training's binary_logloss: 0.3331 training's f1_score: 0.747998 valid_1's binary_logloss: 0.393176 valid_1's f1_score: 0.790541 [30] training's binary_logloss: 0.314687 training's f1_score: 0.762918 valid_1's binary_logloss: 0.394071 valid_1's f1_score: 0.787908 Early stopping, best iteration is: [3] training's binary_logloss: 0.401647 training's f1_score: 0.721141 valid_1's binary_logloss: 0.443512 valid_1's f1_score: 0.804292 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.35531 training's f1_score: 0.7693 valid_1's binary_logloss: 0.35534 valid_1's f1_score: 0.658843
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.327179 training's f1_score: 0.785736 valid_1's binary_logloss: 0.338749 valid_1's f1_score: 0.659414 [30] training's binary_logloss: 0.308777 training's f1_score: 0.797799 valid_1's binary_logloss: 0.338388 valid_1's f1_score: 0.66106 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.298889 training's f1_score: 0.805215 valid_1's binary_logloss: 0.334969 valid_1's f1_score: 0.663866 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.338123 training's f1_score: 0.781704 valid_1's binary_logloss: 0.420525 valid_1's f1_score: 0.60241 [20] training's binary_logloss: 0.314703 training's f1_score: 0.795587 valid_1's binary_logloss: 0.405167 valid_1's f1_score: 0.631579 [30] training's binary_logloss: 0.296158 training's f1_score: 0.804512 valid_1's binary_logloss: 0.405314 valid_1's f1_score: 0.631491 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.286429 training's f1_score: 0.810936 valid_1's binary_logloss: 0.404133 valid_1's f1_score: 0.631667
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.34721 training's f1_score: 0.749916 valid_1's binary_logloss: 0.398331 valid_1's f1_score: 0.776151 [20] training's binary_logloss: 0.322423 training's f1_score: 0.764856 valid_1's binary_logloss: 0.395364 valid_1's f1_score: 0.781634 [30] training's binary_logloss: 0.302707 training's f1_score: 0.778595 valid_1's binary_logloss: 0.394991 valid_1's f1_score: 0.780963 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.292485 training's f1_score: 0.785396 valid_1's binary_logloss: 0.395475 valid_1's f1_score: 0.778437 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.355371 training's f1_score: 0.761346 valid_1's binary_logloss: 0.347793 valid_1's f1_score: 0.738776
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.328788 training's f1_score: 0.772583 valid_1's binary_logloss: 0.343004 valid_1's f1_score: 0.745017 [30] training's binary_logloss: 0.309876 training's f1_score: 0.790452 valid_1's binary_logloss: 0.337413 valid_1's f1_score: 0.746064 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.298625 training's f1_score: 0.794292 valid_1's binary_logloss: 0.338693 valid_1's f1_score: 0.744695 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.353355 training's f1_score: 0.735997 valid_1's binary_logloss: 0.391344 valid_1's f1_score: 0.794613 [20] training's binary_logloss: 0.327358 training's f1_score: 0.7526 valid_1's binary_logloss: 0.394682 valid_1's f1_score: 0.788582 [30] training's binary_logloss: 0.307171 training's f1_score: 0.76413 valid_1's binary_logloss: 0.397753 valid_1's f1_score: 0.786133 Early stopping, best iteration is: [4] training's binary_logloss: 0.384541 training's f1_score: 0.72963 valid_1's binary_logloss: 0.42044 valid_1's f1_score: 0.799797
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.352109 training's f1_score: 0.773998 valid_1's binary_logloss: 0.352268 valid_1's f1_score: 0.659396 [20] training's binary_logloss: 0.323991 training's f1_score: 0.792281 valid_1's binary_logloss: 0.339035 valid_1's f1_score: 0.668896 [30] training's binary_logloss: 0.304569 training's f1_score: 0.803972 valid_1's binary_logloss: 0.334126 valid_1's f1_score: 0.669492 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.295244 training's f1_score: 0.810189 valid_1's binary_logloss: 0.335915 valid_1's f1_score: 0.670618 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334523 training's f1_score: 0.783153 valid_1's binary_logloss: 0.415328 valid_1's f1_score: 0.607922
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.308468 training's f1_score: 0.800493 valid_1's binary_logloss: 0.401015 valid_1's f1_score: 0.624486 [30] training's binary_logloss: 0.289779 training's f1_score: 0.812219 valid_1's binary_logloss: 0.403432 valid_1's f1_score: 0.626246 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.278101 training's f1_score: 0.820019 valid_1's binary_logloss: 0.399787 valid_1's f1_score: 0.631579
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.34333 training's f1_score: 0.751301 valid_1's binary_logloss: 0.395831 valid_1's f1_score: 0.783254 [20] training's binary_logloss: 0.313296 training's f1_score: 0.773121 valid_1's binary_logloss: 0.391208 valid_1's f1_score: 0.786325 [30] training's binary_logloss: 0.295127 training's f1_score: 0.78514 valid_1's binary_logloss: 0.394296 valid_1's f1_score: 0.781759 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.283887 training's f1_score: 0.793454 valid_1's binary_logloss: 0.396051 valid_1's f1_score: 0.778142 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.351366 training's f1_score: 0.760973 valid_1's binary_logloss: 0.34579 valid_1's f1_score: 0.743869
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.32502 training's f1_score: 0.780465 valid_1's binary_logloss: 0.340637 valid_1's f1_score: 0.748123 [30] training's binary_logloss: 0.305517 training's f1_score: 0.79176 valid_1's binary_logloss: 0.337095 valid_1's f1_score: 0.751026 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.294892 training's f1_score: 0.797501 valid_1's binary_logloss: 0.335201 valid_1's f1_score: 0.755158 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.349904 training's f1_score: 0.739464 valid_1's binary_logloss: 0.390135 valid_1's f1_score: 0.791766 [20] training's binary_logloss: 0.32504 training's f1_score: 0.752845 valid_1's binary_logloss: 0.389782 valid_1's f1_score: 0.79652 [30] training's binary_logloss: 0.305772 training's f1_score: 0.765513 valid_1's binary_logloss: 0.389106 valid_1's f1_score: 0.797094 Early stopping, best iteration is: [3] training's binary_logloss: 0.398249 training's f1_score: 0.717032 valid_1's binary_logloss: 0.439949 valid_1's f1_score: 0.799366
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.348433 training's f1_score: 0.775844 valid_1's binary_logloss: 0.351625 valid_1's f1_score: 0.664987 [20] training's binary_logloss: 0.321872 training's f1_score: 0.790599 valid_1's binary_logloss: 0.34227 valid_1's f1_score: 0.668354 [30] training's binary_logloss: 0.298029 training's f1_score: 0.808205 valid_1's binary_logloss: 0.338696 valid_1's f1_score: 0.664979 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.286996 training's f1_score: 0.814929 valid_1's binary_logloss: 0.338151 valid_1's f1_score: 0.666667 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33133 training's f1_score: 0.784648 valid_1's binary_logloss: 0.413352 valid_1's f1_score: 0.615016
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.303766 training's f1_score: 0.799447 valid_1's binary_logloss: 0.406265 valid_1's f1_score: 0.630616 [30] training's binary_logloss: 0.282034 training's f1_score: 0.814757 valid_1's binary_logloss: 0.403355 valid_1's f1_score: 0.631052 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.27054 training's f1_score: 0.821105 valid_1's binary_logloss: 0.400806 valid_1's f1_score: 0.626263 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.337344 training's f1_score: 0.757642 valid_1's binary_logloss: 0.39706 valid_1's f1_score: 0.779193 [20] training's binary_logloss: 0.31067 training's f1_score: 0.773206 valid_1's binary_logloss: 0.396463 valid_1's f1_score: 0.780279 [30] training's binary_logloss: 0.291182 training's f1_score: 0.787494 valid_1's binary_logloss: 0.397348 valid_1's f1_score: 0.778256 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.279691 training's f1_score: 0.798897 valid_1's binary_logloss: 0.397432 valid_1's f1_score: 0.778079
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.347697 training's f1_score: 0.767058 valid_1's binary_logloss: 0.346508 valid_1's f1_score: 0.745578 [20] training's binary_logloss: 0.322251 training's f1_score: 0.782055 valid_1's binary_logloss: 0.343552 valid_1's f1_score: 0.742507 [30] training's binary_logloss: 0.300715 training's f1_score: 0.799037 valid_1's binary_logloss: 0.334867 valid_1's f1_score: 0.757429 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.287329 training's f1_score: 0.805404 valid_1's binary_logloss: 0.335328 valid_1's f1_score: 0.757997 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.347092 training's f1_score: 0.744178 valid_1's binary_logloss: 0.387938 valid_1's f1_score: 0.795249
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.320118 training's f1_score: 0.760784 valid_1's binary_logloss: 0.389122 valid_1's f1_score: 0.786538 [30] training's binary_logloss: 0.29673 training's f1_score: 0.777127 valid_1's binary_logloss: 0.382959 valid_1's f1_score: 0.79551 Early stopping, best iteration is: [5] training's binary_logloss: 0.371333 training's f1_score: 0.738521 valid_1's binary_logloss: 0.406787 valid_1's f1_score: 0.799414 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.34538 training's f1_score: 0.778619 valid_1's binary_logloss: 0.348555 valid_1's f1_score: 0.666667 [20] training's binary_logloss: 0.31658 training's f1_score: 0.795548 valid_1's binary_logloss: 0.339363 valid_1's f1_score: 0.675722 [30] training's binary_logloss: 0.294066 training's f1_score: 0.809061 valid_1's binary_logloss: 0.33594 valid_1's f1_score: 0.671292 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.282539 training's f1_score: 0.817424 valid_1's binary_logloss: 0.336554 valid_1's f1_score: 0.669565 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331149 training's f1_score: 0.783998 valid_1's binary_logloss: 0.412164 valid_1's f1_score: 0.621138
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304571 training's f1_score: 0.802706 valid_1's binary_logloss: 0.401439 valid_1's f1_score: 0.637183 [30] training's binary_logloss: 0.280255 training's f1_score: 0.815814 valid_1's binary_logloss: 0.400609 valid_1's f1_score: 0.628333 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.269123 training's f1_score: 0.822907 valid_1's binary_logloss: 0.396657 valid_1's f1_score: 0.62963
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336003 training's f1_score: 0.756348 valid_1's binary_logloss: 0.393627 valid_1's f1_score: 0.778903 [20] training's binary_logloss: 0.307329 training's f1_score: 0.771936 valid_1's binary_logloss: 0.389605 valid_1's f1_score: 0.783538 [30] training's binary_logloss: 0.283751 training's f1_score: 0.78916 valid_1's binary_logloss: 0.390464 valid_1's f1_score: 0.778913 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.272012 training's f1_score: 0.802814 valid_1's binary_logloss: 0.392644 valid_1's f1_score: 0.776394 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.343867 training's f1_score: 0.769426 valid_1's binary_logloss: 0.347765 valid_1's f1_score: 0.74165
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.314233 training's f1_score: 0.783023 valid_1's binary_logloss: 0.336894 valid_1's f1_score: 0.754639 [30] training's binary_logloss: 0.292164 training's f1_score: 0.801741 valid_1's binary_logloss: 0.334131 valid_1's f1_score: 0.756683 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.280647 training's f1_score: 0.809047 valid_1's binary_logloss: 0.335027 valid_1's f1_score: 0.755158
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.34528 training's f1_score: 0.740118 valid_1's binary_logloss: 0.39022 valid_1's f1_score: 0.7896 [20] training's binary_logloss: 0.315865 training's f1_score: 0.755981 valid_1's binary_logloss: 0.391623 valid_1's f1_score: 0.78606 [30] training's binary_logloss: 0.293226 training's f1_score: 0.772688 valid_1's binary_logloss: 0.39393 valid_1's f1_score: 0.783415 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.280424 training's f1_score: 0.784709 valid_1's binary_logloss: 0.391404 valid_1's f1_score: 0.789216 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.343241 training's f1_score: 0.780614 valid_1's binary_logloss: 0.346866 valid_1's f1_score: 0.663858
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.310856 training's f1_score: 0.799755 valid_1's binary_logloss: 0.330365 valid_1's f1_score: 0.674005 [30] training's binary_logloss: 0.287273 training's f1_score: 0.814404 valid_1's binary_logloss: 0.329247 valid_1's f1_score: 0.683983 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.274378 training's f1_score: 0.824423 valid_1's binary_logloss: 0.326749 valid_1's f1_score: 0.679443 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328269 training's f1_score: 0.785257 valid_1's binary_logloss: 0.409491 valid_1's f1_score: 0.610612 [20] training's binary_logloss: 0.30029 training's f1_score: 0.801593 valid_1's binary_logloss: 0.401428 valid_1's f1_score: 0.633333 [30] training's binary_logloss: 0.275165 training's f1_score: 0.817942 valid_1's binary_logloss: 0.403711 valid_1's f1_score: 0.634391 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2631 training's f1_score: 0.823438 valid_1's binary_logloss: 0.402516 valid_1's f1_score: 0.635294
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334523 training's f1_score: 0.759378 valid_1's binary_logloss: 0.396216 valid_1's f1_score: 0.779787 [20] training's binary_logloss: 0.307208 training's f1_score: 0.77391 valid_1's binary_logloss: 0.390166 valid_1's f1_score: 0.785867 [30] training's binary_logloss: 0.280582 training's f1_score: 0.793086 valid_1's binary_logloss: 0.390304 valid_1's f1_score: 0.780541 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.269004 training's f1_score: 0.803093 valid_1's binary_logloss: 0.394287 valid_1's f1_score: 0.776869 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341159 training's f1_score: 0.769597 valid_1's binary_logloss: 0.346156 valid_1's f1_score: 0.742896
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.311396 training's f1_score: 0.787462 valid_1's binary_logloss: 0.33914 valid_1's f1_score: 0.745786 [30] training's binary_logloss: 0.287717 training's f1_score: 0.806893 valid_1's binary_logloss: 0.335106 valid_1's f1_score: 0.752066 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.275212 training's f1_score: 0.814623 valid_1's binary_logloss: 0.336117 valid_1's f1_score: 0.749141 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.34051 training's f1_score: 0.744352 valid_1's binary_logloss: 0.387228 valid_1's f1_score: 0.788111 [20] training's binary_logloss: 0.310344 training's f1_score: 0.765059 valid_1's binary_logloss: 0.397161 valid_1's f1_score: 0.791908 [30] training's binary_logloss: 0.286593 training's f1_score: 0.78112 valid_1's binary_logloss: 0.404622 valid_1's f1_score: 0.785156 Early stopping, best iteration is: [5] training's binary_logloss: 0.366409 training's f1_score: 0.737436 valid_1's binary_logloss: 0.405727 valid_1's f1_score: 0.8
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342594 training's f1_score: 0.780274 valid_1's binary_logloss: 0.34617 valid_1's f1_score: 0.665008 [20] training's binary_logloss: 0.310391 training's f1_score: 0.799878 valid_1's binary_logloss: 0.337071 valid_1's f1_score: 0.667785 [30] training's binary_logloss: 0.290254 training's f1_score: 0.81135 valid_1's binary_logloss: 0.331171 valid_1's f1_score: 0.670077 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.276003 training's f1_score: 0.821153 valid_1's binary_logloss: 0.328845 valid_1's f1_score: 0.66264 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325117 training's f1_score: 0.788867 valid_1's binary_logloss: 0.408608 valid_1's f1_score: 0.612211
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29789 training's f1_score: 0.804197 valid_1's binary_logloss: 0.406863 valid_1's f1_score: 0.625407 [30] training's binary_logloss: 0.27249 training's f1_score: 0.821167 valid_1's binary_logloss: 0.406811 valid_1's f1_score: 0.62613 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259504 training's f1_score: 0.82962 valid_1's binary_logloss: 0.400778 valid_1's f1_score: 0.633333 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330494 training's f1_score: 0.758563 valid_1's binary_logloss: 0.390471 valid_1's f1_score: 0.781818 [20] training's binary_logloss: 0.299957 training's f1_score: 0.777174 valid_1's binary_logloss: 0.387026 valid_1's f1_score: 0.785217 [30] training's binary_logloss: 0.278172 training's f1_score: 0.792873 valid_1's binary_logloss: 0.392292 valid_1's f1_score: 0.784674 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26411 training's f1_score: 0.803999 valid_1's binary_logloss: 0.394431 valid_1's f1_score: 0.779935 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338488 training's f1_score: 0.776024 valid_1's binary_logloss: 0.343867 valid_1's f1_score: 0.746758 [20] training's binary_logloss: 0.307247 training's f1_score: 0.791392 valid_1's binary_logloss: 0.335943 valid_1's f1_score: 0.755678
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.282937 training's f1_score: 0.809145 valid_1's binary_logloss: 0.336891 valid_1's f1_score: 0.755862 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271197 training's f1_score: 0.815559 valid_1's binary_logloss: 0.335018 valid_1's f1_score: 0.755525 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3378 training's f1_score: 0.747275 valid_1's binary_logloss: 0.384437 valid_1's f1_score: 0.79635
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.308739 training's f1_score: 0.766147 valid_1's binary_logloss: 0.393895 valid_1's f1_score: 0.788894 [30] training's binary_logloss: 0.28299 training's f1_score: 0.788927 valid_1's binary_logloss: 0.397625 valid_1's f1_score: 0.789729 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270007 training's f1_score: 0.79812 valid_1's binary_logloss: 0.398724 valid_1's f1_score: 0.786965 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.340202 training's f1_score: 0.780851 valid_1's binary_logloss: 0.345848 valid_1's f1_score: 0.657763 [20] training's binary_logloss: 0.309546 training's f1_score: 0.800184 valid_1's binary_logloss: 0.342051 valid_1's f1_score: 0.66723 [30] training's binary_logloss: 0.286221 training's f1_score: 0.815008 valid_1's binary_logloss: 0.339324 valid_1's f1_score: 0.675791 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.275737 training's f1_score: 0.823131 valid_1's binary_logloss: 0.339793 valid_1's f1_score: 0.679278 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323794 training's f1_score: 0.789795 valid_1's binary_logloss: 0.41547 valid_1's f1_score: 0.613618
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294095 training's f1_score: 0.804298 valid_1's binary_logloss: 0.407426 valid_1's f1_score: 0.6212 [30] training's binary_logloss: 0.271025 training's f1_score: 0.818224 valid_1's binary_logloss: 0.406245 valid_1's f1_score: 0.624172 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257719 training's f1_score: 0.827554 valid_1's binary_logloss: 0.402475 valid_1's f1_score: 0.632721 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32882 training's f1_score: 0.760701 valid_1's binary_logloss: 0.392073 valid_1's f1_score: 0.783209 [20] training's binary_logloss: 0.298494 training's f1_score: 0.781986 valid_1's binary_logloss: 0.387922 valid_1's f1_score: 0.782656 [30] training's binary_logloss: 0.272917 training's f1_score: 0.798143 valid_1's binary_logloss: 0.388612 valid_1's f1_score: 0.790314 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258501 training's f1_score: 0.810315 valid_1's binary_logloss: 0.391671 valid_1's f1_score: 0.784378 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336853 training's f1_score: 0.77512 valid_1's binary_logloss: 0.342558 valid_1's f1_score: 0.744376 [20] training's binary_logloss: 0.306354 training's f1_score: 0.793065 valid_1's binary_logloss: 0.338995 valid_1's f1_score: 0.749658
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.280858 training's f1_score: 0.812308 valid_1's binary_logloss: 0.336133 valid_1's f1_score: 0.757618 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268189 training's f1_score: 0.820288 valid_1's binary_logloss: 0.337595 valid_1's f1_score: 0.753985 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336879 training's f1_score: 0.746865 valid_1's binary_logloss: 0.385535 valid_1's f1_score: 0.795958
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.305478 training's f1_score: 0.767704 valid_1's binary_logloss: 0.389824 valid_1's f1_score: 0.793849 [30] training's binary_logloss: 0.278627 training's f1_score: 0.791125 valid_1's binary_logloss: 0.387366 valid_1's f1_score: 0.794922 Early stopping, best iteration is: [5] training's binary_logloss: 0.363823 training's f1_score: 0.740391 valid_1's binary_logloss: 0.400473 valid_1's f1_score: 0.801579 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.337068 training's f1_score: 0.784308 valid_1's binary_logloss: 0.346722 valid_1's f1_score: 0.657718 [20] training's binary_logloss: 0.304049 training's f1_score: 0.802509 valid_1's binary_logloss: 0.334713 valid_1's f1_score: 0.665541 [30] training's binary_logloss: 0.279903 training's f1_score: 0.81821 valid_1's binary_logloss: 0.331747 valid_1's f1_score: 0.672384 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265672 training's f1_score: 0.83037 valid_1's binary_logloss: 0.331291 valid_1's f1_score: 0.660915 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321037 training's f1_score: 0.790548 valid_1's binary_logloss: 0.415405 valid_1's f1_score: 0.614626
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293224 training's f1_score: 0.804541 valid_1's binary_logloss: 0.409207 valid_1's f1_score: 0.622843 [30] training's binary_logloss: 0.263951 training's f1_score: 0.825253 valid_1's binary_logloss: 0.408911 valid_1's f1_score: 0.632636 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25035 training's f1_score: 0.835582 valid_1's binary_logloss: 0.410631 valid_1's f1_score: 0.631402
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32667 training's f1_score: 0.765256 valid_1's binary_logloss: 0.389729 valid_1's f1_score: 0.781634 [20] training's binary_logloss: 0.295971 training's f1_score: 0.781405 valid_1's binary_logloss: 0.387252 valid_1's f1_score: 0.785137 [30] training's binary_logloss: 0.269541 training's f1_score: 0.804269 valid_1's binary_logloss: 0.391569 valid_1's f1_score: 0.78346 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255466 training's f1_score: 0.817219 valid_1's binary_logloss: 0.39406 valid_1's f1_score: 0.77444 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335284 training's f1_score: 0.774204 valid_1's binary_logloss: 0.343675 valid_1's f1_score: 0.743013
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.30615 training's f1_score: 0.790369 valid_1's binary_logloss: 0.339126 valid_1's f1_score: 0.74064 [30] training's binary_logloss: 0.278782 training's f1_score: 0.814863 valid_1's binary_logloss: 0.336172 valid_1's f1_score: 0.754458 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266991 training's f1_score: 0.822175 valid_1's binary_logloss: 0.333764 valid_1's f1_score: 0.755895 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.334005 training's f1_score: 0.747283 valid_1's binary_logloss: 0.385549 valid_1's f1_score: 0.79692 [20] training's binary_logloss: 0.302529 training's f1_score: 0.768259 valid_1's binary_logloss: 0.393525 valid_1's f1_score: 0.789675 [30] training's binary_logloss: 0.275003 training's f1_score: 0.787942 valid_1's binary_logloss: 0.393662 valid_1's f1_score: 0.794361 Early stopping, best iteration is: [3] training's binary_logloss: 0.389265 training's f1_score: 0.729151 valid_1's binary_logloss: 0.438502 valid_1's f1_score: 0.80042
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337036 training's f1_score: 0.781515 valid_1's binary_logloss: 0.344698 valid_1's f1_score: 0.662752 [20] training's binary_logloss: 0.307512 training's f1_score: 0.798235 valid_1's binary_logloss: 0.334069 valid_1's f1_score: 0.662116 [30] training's binary_logloss: 0.282445 training's f1_score: 0.819062 valid_1's binary_logloss: 0.328937 valid_1's f1_score: 0.668996 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268438 training's f1_score: 0.828448 valid_1's binary_logloss: 0.323835 valid_1's f1_score: 0.681261 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319157 training's f1_score: 0.795636 valid_1's binary_logloss: 0.414253 valid_1's f1_score: 0.614626
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.286475 training's f1_score: 0.811496 valid_1's binary_logloss: 0.402453 valid_1's f1_score: 0.632193 [30] training's binary_logloss: 0.258132 training's f1_score: 0.832419 valid_1's binary_logloss: 0.399902 valid_1's f1_score: 0.626486 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24338 training's f1_score: 0.844207 valid_1's binary_logloss: 0.398782 valid_1's f1_score: 0.630691 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324845 training's f1_score: 0.76717 valid_1's binary_logloss: 0.388311 valid_1's f1_score: 0.779082
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29078 training's f1_score: 0.785127 valid_1's binary_logloss: 0.389462 valid_1's f1_score: 0.778552 [30] training's binary_logloss: 0.26184 training's f1_score: 0.812153 valid_1's binary_logloss: 0.384806 valid_1's f1_score: 0.780911 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25026 training's f1_score: 0.821913 valid_1's binary_logloss: 0.389755 valid_1's f1_score: 0.774686 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333678 training's f1_score: 0.775028 valid_1's binary_logloss: 0.345905 valid_1's f1_score: 0.743326 [20] training's binary_logloss: 0.302166 training's f1_score: 0.797432 valid_1's binary_logloss: 0.340827 valid_1's f1_score: 0.746043 [30] training's binary_logloss: 0.274691 training's f1_score: 0.816366 valid_1's binary_logloss: 0.337633 valid_1's f1_score: 0.750858 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260871 training's f1_score: 0.8233 valid_1's binary_logloss: 0.338526 valid_1's f1_score: 0.746537 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331683 training's f1_score: 0.750638 valid_1's binary_logloss: 0.388916 valid_1's f1_score: 0.80232
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299976 training's f1_score: 0.772135 valid_1's binary_logloss: 0.394527 valid_1's f1_score: 0.792784 [30] training's binary_logloss: 0.271732 training's f1_score: 0.795688 valid_1's binary_logloss: 0.396753 valid_1's f1_score: 0.790789 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255137 training's f1_score: 0.810296 valid_1's binary_logloss: 0.396592 valid_1's f1_score: 0.788955 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335183 training's f1_score: 0.781331 valid_1's binary_logloss: 0.346559 valid_1's f1_score: 0.6639 [20] training's binary_logloss: 0.300678 training's f1_score: 0.804643 valid_1's binary_logloss: 0.338451 valid_1's f1_score: 0.671704 [30] training's binary_logloss: 0.272819 training's f1_score: 0.822274 valid_1's binary_logloss: 0.333626 valid_1's f1_score: 0.680961 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258159 training's f1_score: 0.832454 valid_1's binary_logloss: 0.33639 valid_1's f1_score: 0.664948 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.315843 training's f1_score: 0.800679 valid_1's binary_logloss: 0.414316 valid_1's f1_score: 0.614507
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.285096 training's f1_score: 0.813759 valid_1's binary_logloss: 0.406581 valid_1's f1_score: 0.620462 [30] training's binary_logloss: 0.256332 training's f1_score: 0.831767 valid_1's binary_logloss: 0.404492 valid_1's f1_score: 0.631667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242786 training's f1_score: 0.842884 valid_1's binary_logloss: 0.404335 valid_1's f1_score: 0.634228 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32343 training's f1_score: 0.767379 valid_1's binary_logloss: 0.390055 valid_1's f1_score: 0.779607 [20] training's binary_logloss: 0.288355 training's f1_score: 0.790562 valid_1's binary_logloss: 0.38961 valid_1's f1_score: 0.781955 [30] training's binary_logloss: 0.260028 training's f1_score: 0.813929 valid_1's binary_logloss: 0.385392 valid_1's f1_score: 0.789359 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244715 training's f1_score: 0.828901 valid_1's binary_logloss: 0.386713 valid_1's f1_score: 0.786921 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333733 training's f1_score: 0.775744 valid_1's binary_logloss: 0.347321 valid_1's f1_score: 0.743013 [20] training's binary_logloss: 0.299539 training's f1_score: 0.795462 valid_1's binary_logloss: 0.344302 valid_1's f1_score: 0.74966
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.27158 training's f1_score: 0.813976 valid_1's binary_logloss: 0.343167 valid_1's f1_score: 0.74674 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256361 training's f1_score: 0.827026 valid_1's binary_logloss: 0.345538 valid_1's f1_score: 0.743961 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328605 training's f1_score: 0.75698 valid_1's binary_logloss: 0.385759 valid_1's f1_score: 0.794004
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299172 training's f1_score: 0.774831 valid_1's binary_logloss: 0.391269 valid_1's f1_score: 0.793975 [30] training's binary_logloss: 0.270089 training's f1_score: 0.796377 valid_1's binary_logloss: 0.390315 valid_1's f1_score: 0.788566 Early stopping, best iteration is: [5] training's binary_logloss: 0.357425 training's f1_score: 0.754389 valid_1's binary_logloss: 0.402134 valid_1's f1_score: 0.804359 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.334304 training's f1_score: 0.785976 valid_1's binary_logloss: 0.340514 valid_1's f1_score: 0.681356 [20] training's binary_logloss: 0.297825 training's f1_score: 0.808006 valid_1's binary_logloss: 0.329287 valid_1's f1_score: 0.680342 [30] training's binary_logloss: 0.275977 training's f1_score: 0.823657 valid_1's binary_logloss: 0.327453 valid_1's f1_score: 0.679965 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261571 training's f1_score: 0.832273 valid_1's binary_logloss: 0.327702 valid_1's f1_score: 0.673629 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.314933 training's f1_score: 0.799938 valid_1's binary_logloss: 0.414159 valid_1's f1_score: 0.607492 [20] training's binary_logloss: 0.281569 training's f1_score: 0.815516 valid_1's binary_logloss: 0.413922 valid_1's f1_score: 0.61794
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.252081 training's f1_score: 0.836164 valid_1's binary_logloss: 0.423546 valid_1's f1_score: 0.612552 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.237535 training's f1_score: 0.848275 valid_1's binary_logloss: 0.424336 valid_1's f1_score: 0.616162 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322417 training's f1_score: 0.764288 valid_1's binary_logloss: 0.386085 valid_1's f1_score: 0.785067
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.288091 training's f1_score: 0.786141 valid_1's binary_logloss: 0.388268 valid_1's f1_score: 0.78752 [30] training's binary_logloss: 0.258782 training's f1_score: 0.80876 valid_1's binary_logloss: 0.387914 valid_1's f1_score: 0.787419 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248432 training's f1_score: 0.81856 valid_1's binary_logloss: 0.392369 valid_1's f1_score: 0.779459 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330012 training's f1_score: 0.78009 valid_1's binary_logloss: 0.341926 valid_1's f1_score: 0.742779 [20] training's binary_logloss: 0.297968 training's f1_score: 0.798453 valid_1's binary_logloss: 0.341183 valid_1's f1_score: 0.748626 [30] training's binary_logloss: 0.270308 training's f1_score: 0.819496 valid_1's binary_logloss: 0.336109 valid_1's f1_score: 0.746871 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256998 training's f1_score: 0.82976 valid_1's binary_logloss: 0.337296 valid_1's f1_score: 0.749304 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327652 training's f1_score: 0.756599 valid_1's binary_logloss: 0.383007 valid_1's f1_score: 0.797883
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299779 training's f1_score: 0.773164 valid_1's binary_logloss: 0.389618 valid_1's f1_score: 0.791485 [30] training's binary_logloss: 0.271426 training's f1_score: 0.79562 valid_1's binary_logloss: 0.394134 valid_1's f1_score: 0.788471 Early stopping, best iteration is: [4] training's binary_logloss: 0.367851 training's f1_score: 0.746052 valid_1's binary_logloss: 0.413384 valid_1's f1_score: 0.804206 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333592 training's f1_score: 0.786431 valid_1's binary_logloss: 0.343018 valid_1's f1_score: 0.665535 [20] training's binary_logloss: 0.298706 training's f1_score: 0.805453 valid_1's binary_logloss: 0.334422 valid_1's f1_score: 0.667234 [30] training's binary_logloss: 0.268715 training's f1_score: 0.827266 valid_1's binary_logloss: 0.331959 valid_1's f1_score: 0.677193 Early stopping, best iteration is: [4] training's binary_logloss: 0.386338 training's f1_score: 0.773085 valid_1's binary_logloss: 0.372247 valid_1's f1_score: 0.679245 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313324 training's f1_score: 0.798951 valid_1's binary_logloss: 0.409891 valid_1's f1_score: 0.619048
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.281724 training's f1_score: 0.811414 valid_1's binary_logloss: 0.404152 valid_1's f1_score: 0.630453 [30] training's binary_logloss: 0.257089 training's f1_score: 0.834982 valid_1's binary_logloss: 0.405519 valid_1's f1_score: 0.620116 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241698 training's f1_score: 0.84511 valid_1's binary_logloss: 0.405273 valid_1's f1_score: 0.630782
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322338 training's f1_score: 0.763624 valid_1's binary_logloss: 0.388094 valid_1's f1_score: 0.7814 [20] training's binary_logloss: 0.286889 training's f1_score: 0.786857 valid_1's binary_logloss: 0.386498 valid_1's f1_score: 0.789218 [30] training's binary_logloss: 0.258455 training's f1_score: 0.807739 valid_1's binary_logloss: 0.390856 valid_1's f1_score: 0.785443 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242638 training's f1_score: 0.826125 valid_1's binary_logloss: 0.393518 valid_1's f1_score: 0.777717 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328275 training's f1_score: 0.777654 valid_1's binary_logloss: 0.343098 valid_1's f1_score: 0.736121
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292637 training's f1_score: 0.801539 valid_1's binary_logloss: 0.339189 valid_1's f1_score: 0.750343 [30] training's binary_logloss: 0.269019 training's f1_score: 0.817888 valid_1's binary_logloss: 0.339396 valid_1's f1_score: 0.749136 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254175 training's f1_score: 0.826038 valid_1's binary_logloss: 0.340671 valid_1's f1_score: 0.746537 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326202 training's f1_score: 0.757545 valid_1's binary_logloss: 0.385023 valid_1's f1_score: 0.793635 [20] training's binary_logloss: 0.293527 training's f1_score: 0.777166 valid_1's binary_logloss: 0.396488 valid_1's f1_score: 0.786022 [30] training's binary_logloss: 0.266481 training's f1_score: 0.798888 valid_1's binary_logloss: 0.403758 valid_1's f1_score: 0.782946 Early stopping, best iteration is: [4] training's binary_logloss: 0.368007 training's f1_score: 0.747826 valid_1's binary_logloss: 0.413649 valid_1's f1_score: 0.79798
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333309 training's f1_score: 0.785541 valid_1's binary_logloss: 0.342918 valid_1's f1_score: 0.661603 [20] training's binary_logloss: 0.296511 training's f1_score: 0.809151 valid_1's binary_logloss: 0.330728 valid_1's f1_score: 0.663248 [30] training's binary_logloss: 0.272819 training's f1_score: 0.825289 valid_1's binary_logloss: 0.327825 valid_1's f1_score: 0.664921 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258581 training's f1_score: 0.831968 valid_1's binary_logloss: 0.324623 valid_1's f1_score: 0.671378
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313139 training's f1_score: 0.796009 valid_1's binary_logloss: 0.418109 valid_1's f1_score: 0.613033 [20] training's binary_logloss: 0.27992 training's f1_score: 0.814563 valid_1's binary_logloss: 0.407821 valid_1's f1_score: 0.622041 [30] training's binary_logloss: 0.247859 training's f1_score: 0.838083 valid_1's binary_logloss: 0.404866 valid_1's f1_score: 0.626991 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.237331 training's f1_score: 0.8475 valid_1's binary_logloss: 0.405438 valid_1's f1_score: 0.636824 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.321092 training's f1_score: 0.766576 valid_1's binary_logloss: 0.387525 valid_1's f1_score: 0.7872 [20] training's binary_logloss: 0.283175 training's f1_score: 0.788128 valid_1's binary_logloss: 0.387135 valid_1's f1_score: 0.785984 [30] training's binary_logloss: 0.257808 training's f1_score: 0.808798 valid_1's binary_logloss: 0.391464 valid_1's f1_score: 0.786492 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242477 training's f1_score: 0.823202 valid_1's binary_logloss: 0.397185 valid_1's f1_score: 0.78089 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327491 training's f1_score: 0.779325 valid_1's binary_logloss: 0.34567 valid_1's f1_score: 0.742662 [20] training's binary_logloss: 0.289488 training's f1_score: 0.807742 valid_1's binary_logloss: 0.338265 valid_1's f1_score: 0.753603
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.259395 training's f1_score: 0.824665 valid_1's binary_logloss: 0.331949 valid_1's f1_score: 0.758621 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243256 training's f1_score: 0.840857 valid_1's binary_logloss: 0.335745 valid_1's f1_score: 0.754325 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325618 training's f1_score: 0.75489 valid_1's binary_logloss: 0.38758 valid_1's f1_score: 0.797883
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293309 training's f1_score: 0.779959 valid_1's binary_logloss: 0.39298 valid_1's f1_score: 0.794402 [30] training's binary_logloss: 0.261024 training's f1_score: 0.803764 valid_1's binary_logloss: 0.393831 valid_1's f1_score: 0.793729 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246543 training's f1_score: 0.813933 valid_1's binary_logloss: 0.396761 valid_1's f1_score: 0.785294 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329124 training's f1_score: 0.786418 valid_1's binary_logloss: 0.345063 valid_1's f1_score: 0.662207 [20] training's binary_logloss: 0.296116 training's f1_score: 0.808875 valid_1's binary_logloss: 0.331365 valid_1's f1_score: 0.655905 [30] training's binary_logloss: 0.267676 training's f1_score: 0.827736 valid_1's binary_logloss: 0.329287 valid_1's f1_score: 0.663763 Early stopping, best iteration is: [4] training's binary_logloss: 0.384194 training's f1_score: 0.774483 valid_1's binary_logloss: 0.371144 valid_1's f1_score: 0.67109
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.311603 training's f1_score: 0.8 valid_1's binary_logloss: 0.415284 valid_1's f1_score: 0.613992 [20] training's binary_logloss: 0.277882 training's f1_score: 0.817673 valid_1's binary_logloss: 0.416313 valid_1's f1_score: 0.619835 [30] training's binary_logloss: 0.250397 training's f1_score: 0.835563 valid_1's binary_logloss: 0.413838 valid_1's f1_score: 0.631754 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.236239 training's f1_score: 0.847029 valid_1's binary_logloss: 0.415013 valid_1's f1_score: 0.626566 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319062 training's f1_score: 0.769909 valid_1's binary_logloss: 0.385827 valid_1's f1_score: 0.786397
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282469 training's f1_score: 0.78905 valid_1's binary_logloss: 0.383981 valid_1's f1_score: 0.782141 [30] training's binary_logloss: 0.249468 training's f1_score: 0.816789 valid_1's binary_logloss: 0.389314 valid_1's f1_score: 0.785016 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.237715 training's f1_score: 0.825441 valid_1's binary_logloss: 0.393453 valid_1's f1_score: 0.786455 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.324138 training's f1_score: 0.785646 valid_1's binary_logloss: 0.348008 valid_1's f1_score: 0.745902 [20] training's binary_logloss: 0.291425 training's f1_score: 0.803681 valid_1's binary_logloss: 0.343708 valid_1's f1_score: 0.749485 [30] training's binary_logloss: 0.264288 training's f1_score: 0.822222 valid_1's binary_logloss: 0.339779 valid_1's f1_score: 0.750515 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249168 training's f1_score: 0.833607 valid_1's binary_logloss: 0.339975 valid_1's f1_score: 0.751206 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322301 training's f1_score: 0.763153 valid_1's binary_logloss: 0.381592 valid_1's f1_score: 0.794217 [20] training's binary_logloss: 0.291255 training's f1_score: 0.777932 valid_1's binary_logloss: 0.387262 valid_1's f1_score: 0.792618
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.25895 training's f1_score: 0.806401 valid_1's binary_logloss: 0.391675 valid_1's f1_score: 0.791133 Early stopping, best iteration is: [3] training's binary_logloss: 0.382045 training's f1_score: 0.745833 valid_1's binary_logloss: 0.433615 valid_1's f1_score: 0.804802 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328233 training's f1_score: 0.789666 valid_1's binary_logloss: 0.337878 valid_1's f1_score: 0.665532
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29072 training's f1_score: 0.81179 valid_1's binary_logloss: 0.328325 valid_1's f1_score: 0.670103 [30] training's binary_logloss: 0.263086 training's f1_score: 0.832377 valid_1's binary_logloss: 0.327158 valid_1's f1_score: 0.67252 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250354 training's f1_score: 0.836177 valid_1's binary_logloss: 0.331354 valid_1's f1_score: 0.657941
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31036 training's f1_score: 0.801113 valid_1's binary_logloss: 0.412581 valid_1's f1_score: 0.616899 [20] training's binary_logloss: 0.280286 training's f1_score: 0.814036 valid_1's binary_logloss: 0.410689 valid_1's f1_score: 0.627642 [30] training's binary_logloss: 0.250351 training's f1_score: 0.836751 valid_1's binary_logloss: 0.40581 valid_1's f1_score: 0.624066 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234298 training's f1_score: 0.850433 valid_1's binary_logloss: 0.401339 valid_1's f1_score: 0.628475 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.315693 training's f1_score: 0.772145 valid_1's binary_logloss: 0.385742 valid_1's f1_score: 0.785374
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.280823 training's f1_score: 0.791001 valid_1's binary_logloss: 0.379222 valid_1's f1_score: 0.788823 [30] training's binary_logloss: 0.25324 training's f1_score: 0.814828 valid_1's binary_logloss: 0.385948 valid_1's f1_score: 0.783505 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.235067 training's f1_score: 0.835474 valid_1's binary_logloss: 0.393429 valid_1's f1_score: 0.777961 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.323868 training's f1_score: 0.780285 valid_1's binary_logloss: 0.346407 valid_1's f1_score: 0.74231 [20] training's binary_logloss: 0.292018 training's f1_score: 0.800321 valid_1's binary_logloss: 0.349215 valid_1's f1_score: 0.743677 [30] training's binary_logloss: 0.261809 training's f1_score: 0.826312 valid_1's binary_logloss: 0.344078 valid_1's f1_score: 0.754483 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245146 training's f1_score: 0.838699 valid_1's binary_logloss: 0.347507 valid_1's f1_score: 0.754665 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324522 training's f1_score: 0.760302 valid_1's binary_logloss: 0.383343 valid_1's f1_score: 0.793789
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293169 training's f1_score: 0.774415 valid_1's binary_logloss: 0.392108 valid_1's f1_score: 0.786693 [30] training's binary_logloss: 0.262413 training's f1_score: 0.79694 valid_1's binary_logloss: 0.39643 valid_1's f1_score: 0.785609 Early stopping, best iteration is: [3] training's binary_logloss: 0.381557 training's f1_score: 0.747015 valid_1's binary_logloss: 0.433473 valid_1's f1_score: 0.802707 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329318 training's f1_score: 0.785378 valid_1's binary_logloss: 0.339594 valid_1's f1_score: 0.663837 [20] training's binary_logloss: 0.293373 training's f1_score: 0.809933 valid_1's binary_logloss: 0.330393 valid_1's f1_score: 0.672384 [30] training's binary_logloss: 0.268072 training's f1_score: 0.825759 valid_1's binary_logloss: 0.330858 valid_1's f1_score: 0.674825 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252468 training's f1_score: 0.83883 valid_1's binary_logloss: 0.329833 valid_1's f1_score: 0.666667 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.309407 training's f1_score: 0.801553 valid_1's binary_logloss: 0.41233 valid_1's f1_score: 0.606965
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.278007 training's f1_score: 0.816967 valid_1's binary_logloss: 0.416013 valid_1's f1_score: 0.622296 [30] training's binary_logloss: 0.252549 training's f1_score: 0.839143 valid_1's binary_logloss: 0.413042 valid_1's f1_score: 0.623746 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238321 training's f1_score: 0.84938 valid_1's binary_logloss: 0.417888 valid_1's f1_score: 0.621097 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.315339 training's f1_score: 0.769257 valid_1's binary_logloss: 0.387684 valid_1's f1_score: 0.781003 [20] training's binary_logloss: 0.280437 training's f1_score: 0.787744 valid_1's binary_logloss: 0.384839 valid_1's f1_score: 0.78135 [30] training's binary_logloss: 0.2533 training's f1_score: 0.815251 valid_1's binary_logloss: 0.390838 valid_1's f1_score: 0.780702 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241055 training's f1_score: 0.824534 valid_1's binary_logloss: 0.394086 valid_1's f1_score: 0.777533 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323675 training's f1_score: 0.786838 valid_1's binary_logloss: 0.346114 valid_1's f1_score: 0.740589 [20] training's binary_logloss: 0.289098 training's f1_score: 0.805538 valid_1's binary_logloss: 0.344266 valid_1's f1_score: 0.743643
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.261691 training's f1_score: 0.82715 valid_1's binary_logloss: 0.339529 valid_1's f1_score: 0.747222 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246023 training's f1_score: 0.837904 valid_1's binary_logloss: 0.338476 valid_1's f1_score: 0.740533 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31914 training's f1_score: 0.763937 valid_1's binary_logloss: 0.38134 valid_1's f1_score: 0.794189
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.290522 training's f1_score: 0.780521 valid_1's binary_logloss: 0.388323 valid_1's f1_score: 0.794175 [30] training's binary_logloss: 0.260467 training's f1_score: 0.805299 valid_1's binary_logloss: 0.39335 valid_1's f1_score: 0.793886 Early stopping, best iteration is: [3] training's binary_logloss: 0.381059 training's f1_score: 0.744292 valid_1's binary_logloss: 0.433309 valid_1's f1_score: 0.802078 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328683 training's f1_score: 0.78514 valid_1's binary_logloss: 0.340389 valid_1's f1_score: 0.667785 [20] training's binary_logloss: 0.29368 training's f1_score: 0.809575 valid_1's binary_logloss: 0.336168 valid_1's f1_score: 0.660959 [30] training's binary_logloss: 0.260934 training's f1_score: 0.83323 valid_1's binary_logloss: 0.333593 valid_1's f1_score: 0.672459 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247025 training's f1_score: 0.841399 valid_1's binary_logloss: 0.333543 valid_1's f1_score: 0.674847 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.308678 training's f1_score: 0.800679 valid_1's binary_logloss: 0.414139 valid_1's f1_score: 0.614122
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.276559 training's f1_score: 0.815299 valid_1's binary_logloss: 0.41093 valid_1's f1_score: 0.627713 [30] training's binary_logloss: 0.248653 training's f1_score: 0.838639 valid_1's binary_logloss: 0.414486 valid_1's f1_score: 0.620573 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.235891 training's f1_score: 0.849077 valid_1's binary_logloss: 0.40802 valid_1's f1_score: 0.62616 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.31434 training's f1_score: 0.769126 valid_1's binary_logloss: 0.387554 valid_1's f1_score: 0.784127 [20] training's binary_logloss: 0.280494 training's f1_score: 0.789879 valid_1's binary_logloss: 0.390053 valid_1's f1_score: 0.777838 [30] training's binary_logloss: 0.250336 training's f1_score: 0.816426 valid_1's binary_logloss: 0.391335 valid_1's f1_score: 0.776931 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.236149 training's f1_score: 0.827865 valid_1's binary_logloss: 0.397598 valid_1's f1_score: 0.779121 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321089 training's f1_score: 0.786105 valid_1's binary_logloss: 0.346014 valid_1's f1_score: 0.732375
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.287796 training's f1_score: 0.80682 valid_1's binary_logloss: 0.342003 valid_1's f1_score: 0.74574 [30] training's binary_logloss: 0.262444 training's f1_score: 0.826688 valid_1's binary_logloss: 0.340401 valid_1's f1_score: 0.750345 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246132 training's f1_score: 0.835699 valid_1's binary_logloss: 0.341748 valid_1's f1_score: 0.752778 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325047 training's f1_score: 0.758891 valid_1's binary_logloss: 0.380451 valid_1's f1_score: 0.792507 [20] training's binary_logloss: 0.288378 training's f1_score: 0.779614 valid_1's binary_logloss: 0.384704 valid_1's f1_score: 0.788732 [30] training's binary_logloss: 0.260742 training's f1_score: 0.803353 valid_1's binary_logloss: 0.388834 valid_1's f1_score: 0.790789 Early stopping, best iteration is: [5] training's binary_logloss: 0.353206 training's f1_score: 0.754878 valid_1's binary_logloss: 0.399325 valid_1's f1_score: 0.801583 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327159 training's f1_score: 0.789265 valid_1's binary_logloss: 0.342832 valid_1's f1_score: 0.670051 [20] training's binary_logloss: 0.293059 training's f1_score: 0.808803 valid_1's binary_logloss: 0.328641 valid_1's f1_score: 0.677502
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.264079 training's f1_score: 0.8302 valid_1's binary_logloss: 0.328886 valid_1's f1_score: 0.67193 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249846 training's f1_score: 0.840747 valid_1's binary_logloss: 0.326536 valid_1's f1_score: 0.673197 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.309196 training's f1_score: 0.801673 valid_1's binary_logloss: 0.412511 valid_1's f1_score: 0.613861
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.276229 training's f1_score: 0.818663 valid_1's binary_logloss: 0.405603 valid_1's f1_score: 0.629508 [30] training's binary_logloss: 0.24577 training's f1_score: 0.836004 valid_1's binary_logloss: 0.408016 valid_1's f1_score: 0.632636 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.230601 training's f1_score: 0.847864 valid_1's binary_logloss: 0.409783 valid_1's f1_score: 0.632107 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.31629 training's f1_score: 0.772395 valid_1's binary_logloss: 0.38925 valid_1's f1_score: 0.788235 [20] training's binary_logloss: 0.276393 training's f1_score: 0.796709 valid_1's binary_logloss: 0.391659 valid_1's f1_score: 0.778142 [30] training's binary_logloss: 0.24947 training's f1_score: 0.820211 valid_1's binary_logloss: 0.391987 valid_1's f1_score: 0.780165 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234849 training's f1_score: 0.836364 valid_1's binary_logloss: 0.39352 valid_1's f1_score: 0.773763 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321614 training's f1_score: 0.784026 valid_1's binary_logloss: 0.345458 valid_1's f1_score: 0.742466
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.288169 training's f1_score: 0.804074 valid_1's binary_logloss: 0.338763 valid_1's f1_score: 0.741913 [30] training's binary_logloss: 0.259961 training's f1_score: 0.825386 valid_1's binary_logloss: 0.338451 valid_1's f1_score: 0.749304 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245271 training's f1_score: 0.839607 valid_1's binary_logloss: 0.341036 valid_1's f1_score: 0.751911 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32145 training's f1_score: 0.760438 valid_1's binary_logloss: 0.38664 valid_1's f1_score: 0.789017 [20] training's binary_logloss: 0.286236 training's f1_score: 0.786863 valid_1's binary_logloss: 0.388335 valid_1's f1_score: 0.788443 [30] training's binary_logloss: 0.252583 training's f1_score: 0.814031 valid_1's binary_logloss: 0.38878 valid_1's f1_score: 0.786982 Early stopping, best iteration is: [5] training's binary_logloss: 0.35118 training's f1_score: 0.756834 valid_1's binary_logloss: 0.401141 valid_1's f1_score: 0.798415 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325858 training's f1_score: 0.79133 valid_1's binary_logloss: 0.339639 valid_1's f1_score: 0.667802 [20] training's binary_logloss: 0.288927 training's f1_score: 0.812481 valid_1's binary_logloss: 0.332323 valid_1's f1_score: 0.670077
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.262453 training's f1_score: 0.831003 valid_1's binary_logloss: 0.32879 valid_1's f1_score: 0.66436 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247861 training's f1_score: 0.844451 valid_1's binary_logloss: 0.324462 valid_1's f1_score: 0.671378 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.308412 training's f1_score: 0.798831 valid_1's binary_logloss: 0.406996 valid_1's f1_score: 0.624172 [20] training's binary_logloss: 0.27344 training's f1_score: 0.818252 valid_1's binary_logloss: 0.4136 valid_1's f1_score: 0.615129 [30] training's binary_logloss: 0.242847 training's f1_score: 0.842765 valid_1's binary_logloss: 0.410806 valid_1's f1_score: 0.615643 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.225762 training's f1_score: 0.85877 valid_1's binary_logloss: 0.407068 valid_1's f1_score: 0.616567 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313974 training's f1_score: 0.773578 valid_1's binary_logloss: 0.387586 valid_1's f1_score: 0.787879
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.279457 training's f1_score: 0.789003 valid_1's binary_logloss: 0.391031 valid_1's f1_score: 0.778437 [30] training's binary_logloss: 0.252098 training's f1_score: 0.818198 valid_1's binary_logloss: 0.396261 valid_1's f1_score: 0.780911 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240051 training's f1_score: 0.824717 valid_1's binary_logloss: 0.397124 valid_1's f1_score: 0.778139 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319963 training's f1_score: 0.783475 valid_1's binary_logloss: 0.347277 valid_1's f1_score: 0.740028 [20] training's binary_logloss: 0.284898 training's f1_score: 0.807266 valid_1's binary_logloss: 0.339524 valid_1's f1_score: 0.739932 [30] training's binary_logloss: 0.253648 training's f1_score: 0.829825 valid_1's binary_logloss: 0.342408 valid_1's f1_score: 0.742424 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238251 training's f1_score: 0.842381 valid_1's binary_logloss: 0.345977 valid_1's f1_score: 0.738589 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32076 training's f1_score: 0.761513 valid_1's binary_logloss: 0.384444 valid_1's f1_score: 0.793054 [20] training's binary_logloss: 0.28829 training's f1_score: 0.778122 valid_1's binary_logloss: 0.388988 valid_1's f1_score: 0.79063
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.257292 training's f1_score: 0.807048 valid_1's binary_logloss: 0.392139 valid_1's f1_score: 0.795466 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242932 training's f1_score: 0.821807 valid_1's binary_logloss: 0.395637 valid_1's f1_score: 0.794045 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326748 training's f1_score: 0.789819 valid_1's binary_logloss: 0.341432 valid_1's f1_score: 0.666099
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.289461 training's f1_score: 0.812548 valid_1's binary_logloss: 0.324349 valid_1's f1_score: 0.683938 [30] training's binary_logloss: 0.260584 training's f1_score: 0.834235 valid_1's binary_logloss: 0.323398 valid_1's f1_score: 0.672474 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244316 training's f1_score: 0.844514 valid_1's binary_logloss: 0.318948 valid_1's f1_score: 0.676081 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.307101 training's f1_score: 0.80266 valid_1's binary_logloss: 0.408583 valid_1's f1_score: 0.620232 [20] training's binary_logloss: 0.273363 training's f1_score: 0.822596 valid_1's binary_logloss: 0.405821 valid_1's f1_score: 0.626964 [30] training's binary_logloss: 0.247277 training's f1_score: 0.841394 valid_1's binary_logloss: 0.406294 valid_1's f1_score: 0.624473 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234064 training's f1_score: 0.849449 valid_1's binary_logloss: 0.406739 valid_1's f1_score: 0.628044 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31401 training's f1_score: 0.773315 valid_1's binary_logloss: 0.38771 valid_1's f1_score: 0.788523 [20] training's binary_logloss: 0.277741 training's f1_score: 0.791001 valid_1's binary_logloss: 0.392294 valid_1's f1_score: 0.777302
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.248117 training's f1_score: 0.815113 valid_1's binary_logloss: 0.396881 valid_1's f1_score: 0.781182 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.230893 training's f1_score: 0.834951 valid_1's binary_logloss: 0.400938 valid_1's f1_score: 0.773554 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319665 training's f1_score: 0.783611 valid_1's binary_logloss: 0.348135 valid_1's f1_score: 0.741249
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.286573 training's f1_score: 0.806004 valid_1's binary_logloss: 0.339894 valid_1's f1_score: 0.74406 [30] training's binary_logloss: 0.257161 training's f1_score: 0.825804 valid_1's binary_logloss: 0.339176 valid_1's f1_score: 0.745017 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239553 training's f1_score: 0.838361 valid_1's binary_logloss: 0.343612 valid_1's f1_score: 0.741152 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319269 training's f1_score: 0.761807 valid_1's binary_logloss: 0.384747 valid_1's f1_score: 0.799423 [20] training's binary_logloss: 0.28305 training's f1_score: 0.784314 valid_1's binary_logloss: 0.390232 valid_1's f1_score: 0.792214 [30] training's binary_logloss: 0.248468 training's f1_score: 0.814331 valid_1's binary_logloss: 0.39308 valid_1's f1_score: 0.789318 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.233475 training's f1_score: 0.830424 valid_1's binary_logloss: 0.392122 valid_1's f1_score: 0.786673 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326747 training's f1_score: 0.789819 valid_1's binary_logloss: 0.341433 valid_1's f1_score: 0.666099 [20] training's binary_logloss: 0.2895 training's f1_score: 0.812731 valid_1's binary_logloss: 0.324653 valid_1's f1_score: 0.683348
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.260744 training's f1_score: 0.835525 valid_1's binary_logloss: 0.324292 valid_1's f1_score: 0.669565 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245817 training's f1_score: 0.846178 valid_1's binary_logloss: 0.325062 valid_1's f1_score: 0.67193 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.307235 training's f1_score: 0.802351 valid_1's binary_logloss: 0.409452 valid_1's f1_score: 0.619718
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.272177 training's f1_score: 0.818069 valid_1's binary_logloss: 0.401101 valid_1's f1_score: 0.628667 [30] training's binary_logloss: 0.246061 training's f1_score: 0.84128 valid_1's binary_logloss: 0.40103 valid_1's f1_score: 0.634228 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.232583 training's f1_score: 0.855425 valid_1's binary_logloss: 0.402122 valid_1's f1_score: 0.625
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313986 training's f1_score: 0.773315 valid_1's binary_logloss: 0.387701 valid_1's f1_score: 0.788523 [20] training's binary_logloss: 0.277503 training's f1_score: 0.791137 valid_1's binary_logloss: 0.391639 valid_1's f1_score: 0.778373 [30] training's binary_logloss: 0.248415 training's f1_score: 0.816064 valid_1's binary_logloss: 0.3982 valid_1's f1_score: 0.770241 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.235886 training's f1_score: 0.835816 valid_1's binary_logloss: 0.398975 valid_1's f1_score: 0.773202 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323051 training's f1_score: 0.78055 valid_1's binary_logloss: 0.347632 valid_1's f1_score: 0.736413
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.287413 training's f1_score: 0.804246 valid_1's binary_logloss: 0.344457 valid_1's f1_score: 0.740136 [30] training's binary_logloss: 0.262063 training's f1_score: 0.818152 valid_1's binary_logloss: 0.335187 valid_1's f1_score: 0.754098 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24677 training's f1_score: 0.831927 valid_1's binary_logloss: 0.336792 valid_1's f1_score: 0.750171 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319269 training's f1_score: 0.761807 valid_1's binary_logloss: 0.384748 valid_1's f1_score: 0.799423 [20] training's binary_logloss: 0.283032 training's f1_score: 0.78445 valid_1's binary_logloss: 0.390322 valid_1's f1_score: 0.793187 [30] training's binary_logloss: 0.251831 training's f1_score: 0.812632 valid_1's binary_logloss: 0.39448 valid_1's f1_score: 0.78937 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2336 training's f1_score: 0.826482 valid_1's binary_logloss: 0.398845 valid_1's f1_score: 0.787192 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326747 training's f1_score: 0.789819 valid_1's binary_logloss: 0.341433 valid_1's f1_score: 0.666099
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.2895 training's f1_score: 0.812731 valid_1's binary_logloss: 0.324653 valid_1's f1_score: 0.683348 [30] training's binary_logloss: 0.260744 training's f1_score: 0.835525 valid_1's binary_logloss: 0.324292 valid_1's f1_score: 0.669565 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245817 training's f1_score: 0.846178 valid_1's binary_logloss: 0.325062 valid_1's f1_score: 0.67193
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.307235 training's f1_score: 0.802351 valid_1's binary_logloss: 0.409452 valid_1's f1_score: 0.619718 [20] training's binary_logloss: 0.272177 training's f1_score: 0.818069 valid_1's binary_logloss: 0.401101 valid_1's f1_score: 0.628667 [30] training's binary_logloss: 0.246061 training's f1_score: 0.84128 valid_1's binary_logloss: 0.40103 valid_1's f1_score: 0.634228 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.232583 training's f1_score: 0.855425 valid_1's binary_logloss: 0.402122 valid_1's f1_score: 0.625 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313974 training's f1_score: 0.773315 valid_1's binary_logloss: 0.387659 valid_1's f1_score: 0.788523
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.277497 training's f1_score: 0.791137 valid_1's binary_logloss: 0.391613 valid_1's f1_score: 0.778373 [30] training's binary_logloss: 0.251805 training's f1_score: 0.812206 valid_1's binary_logloss: 0.398515 valid_1's f1_score: 0.769314 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.237138 training's f1_score: 0.824974 valid_1's binary_logloss: 0.399914 valid_1's f1_score: 0.775041 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32194 training's f1_score: 0.780441 valid_1's binary_logloss: 0.347581 valid_1's f1_score: 0.734973 [20] training's binary_logloss: 0.282814 training's f1_score: 0.808593 valid_1's binary_logloss: 0.342648 valid_1's f1_score: 0.742818 [30] training's binary_logloss: 0.256789 training's f1_score: 0.82969 valid_1's binary_logloss: 0.341327 valid_1's f1_score: 0.750858 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2406 training's f1_score: 0.842467 valid_1's binary_logloss: 0.341896 valid_1's f1_score: 0.747222 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319269 training's f1_score: 0.761807 valid_1's binary_logloss: 0.384748 valid_1's f1_score: 0.799423
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.283032 training's f1_score: 0.78445 valid_1's binary_logloss: 0.390322 valid_1's f1_score: 0.793187 [30] training's binary_logloss: 0.251831 training's f1_score: 0.812632 valid_1's binary_logloss: 0.39448 valid_1's f1_score: 0.78937 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2336 training's f1_score: 0.826482 valid_1's binary_logloss: 0.398845 valid_1's f1_score: 0.787192
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326747 training's f1_score: 0.789819 valid_1's binary_logloss: 0.341433 valid_1's f1_score: 0.666099 [20] training's binary_logloss: 0.2895 training's f1_score: 0.812731 valid_1's binary_logloss: 0.324653 valid_1's f1_score: 0.683348 [30] training's binary_logloss: 0.260744 training's f1_score: 0.835525 valid_1's binary_logloss: 0.324292 valid_1's f1_score: 0.669565 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245817 training's f1_score: 0.846178 valid_1's binary_logloss: 0.325062 valid_1's f1_score: 0.67193 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.307235 training's f1_score: 0.802351 valid_1's binary_logloss: 0.409452 valid_1's f1_score: 0.619718 [20] training's binary_logloss: 0.272177 training's f1_score: 0.818069 valid_1's binary_logloss: 0.401101 valid_1's f1_score: 0.628667 [30] training's binary_logloss: 0.246061 training's f1_score: 0.84128 valid_1's binary_logloss: 0.40103 valid_1's f1_score: 0.634228 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.232583 training's f1_score: 0.855425 valid_1's binary_logloss: 0.402122 valid_1's f1_score: 0.625 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313971 training's f1_score: 0.773315 valid_1's binary_logloss: 0.387658 valid_1's f1_score: 0.788523 [20] training's binary_logloss: 0.277495 training's f1_score: 0.791137 valid_1's binary_logloss: 0.391618 valid_1's f1_score: 0.778373
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.251804 training's f1_score: 0.812206 valid_1's binary_logloss: 0.39852 valid_1's f1_score: 0.769314 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.237138 training's f1_score: 0.824974 valid_1's binary_logloss: 0.399919 valid_1's f1_score: 0.775041 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32194 training's f1_score: 0.780441 valid_1's binary_logloss: 0.347581 valid_1's f1_score: 0.734973 [20] training's binary_logloss: 0.282814 training's f1_score: 0.808593 valid_1's binary_logloss: 0.342648 valid_1's f1_score: 0.742818 [30] training's binary_logloss: 0.256789 training's f1_score: 0.82969 valid_1's binary_logloss: 0.341327 valid_1's f1_score: 0.750858 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2406 training's f1_score: 0.842467 valid_1's binary_logloss: 0.341896 valid_1's f1_score: 0.747222 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319269 training's f1_score: 0.761807 valid_1's binary_logloss: 0.384748 valid_1's f1_score: 0.799423
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.283032 training's f1_score: 0.78445 valid_1's binary_logloss: 0.390322 valid_1's f1_score: 0.793187 [30] training's binary_logloss: 0.251831 training's f1_score: 0.812632 valid_1's binary_logloss: 0.39448 valid_1's f1_score: 0.78937 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2336 training's f1_score: 0.826482 valid_1's binary_logloss: 0.398845 valid_1's f1_score: 0.787192 Best max_depth 5, num_leaves 22 with score 0.7198404770451583
bagging_fractions, feature_fractions = grid_params[("bagging_fraction", "feature_fraction")]
score = []
for bagging_fraction in bagging_fractions:
for feature_fraction in feature_fractions:
pp = params.copy()
pp.update(fixed_params)
pp["bagging_fraction"] = bagging_fraction
pp["feature_fraction"] = feature_fraction
score.append((bagging_fraction, feature_fraction, validate(pp, X_train, y_train, groups_train)))
best_bagging_fraction, best_feature_fraction, best_score = max(score, key=lambda x: x[2])
params['bagging_fraction'] = best_bagging_fraction
params['feature_fraction'] = best_feature_fraction
print(f"Best bagging_fraction {params['bagging_fraction']}, feature_fraction {params['feature_fraction']} with score {best_score}")
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.372477 training's f1_score: 0.763473 valid_1's binary_logloss: 0.378207 valid_1's f1_score: 0.635112 [20] training's binary_logloss: 0.342811 training's f1_score: 0.776798 valid_1's binary_logloss: 0.366392 valid_1's f1_score: 0.64837 [30] training's binary_logloss: 0.321414 training's f1_score: 0.789196 valid_1's binary_logloss: 0.364647 valid_1's f1_score: 0.651801 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.307553 training's f1_score: 0.796438 valid_1's binary_logloss: 0.365648 valid_1's f1_score: 0.652632 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.359959 training's f1_score: 0.774497 valid_1's binary_logloss: 0.424055 valid_1's f1_score: 0.605646
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.327529 training's f1_score: 0.784968 valid_1's binary_logloss: 0.42836 valid_1's f1_score: 0.614094 [30] training's binary_logloss: 0.309158 training's f1_score: 0.800315 valid_1's binary_logloss: 0.431987 valid_1's f1_score: 0.619454 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.29857 training's f1_score: 0.808135 valid_1's binary_logloss: 0.431216 valid_1's f1_score: 0.610871 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.364796 training's f1_score: 0.738368 valid_1's binary_logloss: 0.427852 valid_1's f1_score: 0.761955 [20] training's binary_logloss: 0.330913 training's f1_score: 0.763058 valid_1's binary_logloss: 0.426915 valid_1's f1_score: 0.762425 [30] training's binary_logloss: 0.307952 training's f1_score: 0.778433 valid_1's binary_logloss: 0.429932 valid_1's f1_score: 0.760349 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.298202 training's f1_score: 0.78527 valid_1's binary_logloss: 0.435056 valid_1's f1_score: 0.755556
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.374451 training's f1_score: 0.753455 valid_1's binary_logloss: 0.364795 valid_1's f1_score: 0.731364 [20] training's binary_logloss: 0.344899 training's f1_score: 0.765759 valid_1's binary_logloss: 0.354755 valid_1's f1_score: 0.733753 [30] training's binary_logloss: 0.320575 training's f1_score: 0.7796 valid_1's binary_logloss: 0.34951 valid_1's f1_score: 0.735067 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.309602 training's f1_score: 0.787179 valid_1's binary_logloss: 0.351718 valid_1's f1_score: 0.734838 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.370018 training's f1_score: 0.731423 valid_1's binary_logloss: 0.419817 valid_1's f1_score: 0.777668
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.341065 training's f1_score: 0.746274 valid_1's binary_logloss: 0.423916 valid_1's f1_score: 0.77849 [30] training's binary_logloss: 0.321399 training's f1_score: 0.765087 valid_1's binary_logloss: 0.429736 valid_1's f1_score: 0.780296 Early stopping, best iteration is: [5] training's binary_logloss: 0.394772 training's f1_score: 0.718767 valid_1's binary_logloss: 0.435788 valid_1's f1_score: 0.785208 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.361636 training's f1_score: 0.765787 valid_1's binary_logloss: 0.366633 valid_1's f1_score: 0.652361 [20] training's binary_logloss: 0.333501 training's f1_score: 0.784302 valid_1's binary_logloss: 0.362006 valid_1's f1_score: 0.651123 [30] training's binary_logloss: 0.315798 training's f1_score: 0.797337 valid_1's binary_logloss: 0.36583 valid_1's f1_score: 0.653979 Early stopping, best iteration is: [3] training's binary_logloss: 0.425485 training's f1_score: 0.74971 valid_1's binary_logloss: 0.401822 valid_1's f1_score: 0.668593
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.35054 training's f1_score: 0.769757 valid_1's binary_logloss: 0.414754 valid_1's f1_score: 0.610226 [20] training's binary_logloss: 0.320222 training's f1_score: 0.784393 valid_1's binary_logloss: 0.418774 valid_1's f1_score: 0.611157 [30] training's binary_logloss: 0.303763 training's f1_score: 0.799439 valid_1's binary_logloss: 0.428389 valid_1's f1_score: 0.6132 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.290588 training's f1_score: 0.808163 valid_1's binary_logloss: 0.425311 valid_1's f1_score: 0.605657 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.355257 training's f1_score: 0.736771 valid_1's binary_logloss: 0.421864 valid_1's f1_score: 0.768008
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.327018 training's f1_score: 0.758692 valid_1's binary_logloss: 0.42448 valid_1's f1_score: 0.766345 [30] training's binary_logloss: 0.300293 training's f1_score: 0.781077 valid_1's binary_logloss: 0.432154 valid_1's f1_score: 0.766721 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.289667 training's f1_score: 0.79199 valid_1's binary_logloss: 0.437267 valid_1's f1_score: 0.757461 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.364708 training's f1_score: 0.754383 valid_1's binary_logloss: 0.358089 valid_1's f1_score: 0.73251 [20] training's binary_logloss: 0.338965 training's f1_score: 0.769206 valid_1's binary_logloss: 0.353111 valid_1's f1_score: 0.742818 [30] training's binary_logloss: 0.314251 training's f1_score: 0.78458 valid_1's binary_logloss: 0.350265 valid_1's f1_score: 0.743253 Early stopping, best iteration is: [4] training's binary_logloss: 0.402494 training's f1_score: 0.743745 valid_1's binary_logloss: 0.379989 valid_1's f1_score: 0.747774
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.360225 training's f1_score: 0.725903 valid_1's binary_logloss: 0.409188 valid_1's f1_score: 0.791339 [20] training's binary_logloss: 0.332485 training's f1_score: 0.747931 valid_1's binary_logloss: 0.417796 valid_1's f1_score: 0.784547 [30] training's binary_logloss: 0.307325 training's f1_score: 0.766427 valid_1's binary_logloss: 0.42265 valid_1's f1_score: 0.783042 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.295742 training's f1_score: 0.77662 valid_1's binary_logloss: 0.426135 valid_1's f1_score: 0.777389 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358533 training's f1_score: 0.770474 valid_1's binary_logloss: 0.371412 valid_1's f1_score: 0.643164
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.327367 training's f1_score: 0.786562 valid_1's binary_logloss: 0.363751 valid_1's f1_score: 0.63621 [30] training's binary_logloss: 0.305434 training's f1_score: 0.802483 valid_1's binary_logloss: 0.356159 valid_1's f1_score: 0.638335 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.292413 training's f1_score: 0.811626 valid_1's binary_logloss: 0.357071 valid_1's f1_score: 0.638261 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.346082 training's f1_score: 0.774848 valid_1's binary_logloss: 0.423875 valid_1's f1_score: 0.592957 [20] training's binary_logloss: 0.312881 training's f1_score: 0.794099 valid_1's binary_logloss: 0.416417 valid_1's f1_score: 0.607843 [30] training's binary_logloss: 0.294236 training's f1_score: 0.807302 valid_1's binary_logloss: 0.415914 valid_1's f1_score: 0.617406 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.281882 training's f1_score: 0.816698 valid_1's binary_logloss: 0.407808 valid_1's f1_score: 0.615126 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.348986 training's f1_score: 0.744083 valid_1's binary_logloss: 0.416019 valid_1's f1_score: 0.768008
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.31582 training's f1_score: 0.765979 valid_1's binary_logloss: 0.414746 valid_1's f1_score: 0.772362 [30] training's binary_logloss: 0.289603 training's f1_score: 0.789176 valid_1's binary_logloss: 0.416771 valid_1's f1_score: 0.770632 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.277724 training's f1_score: 0.796572 valid_1's binary_logloss: 0.418291 valid_1's f1_score: 0.770227 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.358544 training's f1_score: 0.758609 valid_1's binary_logloss: 0.358776 valid_1's f1_score: 0.736111 [20] training's binary_logloss: 0.325093 training's f1_score: 0.780055 valid_1's binary_logloss: 0.358007 valid_1's f1_score: 0.736769 [30] training's binary_logloss: 0.304705 training's f1_score: 0.796354 valid_1's binary_logloss: 0.361689 valid_1's f1_score: 0.733006 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.293557 training's f1_score: 0.805402 valid_1's binary_logloss: 0.364886 valid_1's f1_score: 0.729958
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.362188 training's f1_score: 0.722452 valid_1's binary_logloss: 0.404227 valid_1's f1_score: 0.795276 [20] training's binary_logloss: 0.328522 training's f1_score: 0.749352 valid_1's binary_logloss: 0.400683 valid_1's f1_score: 0.790972 [30] training's binary_logloss: 0.3056 training's f1_score: 0.765467 valid_1's binary_logloss: 0.403834 valid_1's f1_score: 0.790307 Early stopping, best iteration is: [5] training's binary_logloss: 0.382134 training's f1_score: 0.716555 valid_1's binary_logloss: 0.414784 valid_1's f1_score: 0.797372 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342853 training's f1_score: 0.777403 valid_1's binary_logloss: 0.345811 valid_1's f1_score: 0.654077
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.313325 training's f1_score: 0.792743 valid_1's binary_logloss: 0.336273 valid_1's f1_score: 0.679543 [30] training's binary_logloss: 0.294198 training's f1_score: 0.810936 valid_1's binary_logloss: 0.330849 valid_1's f1_score: 0.672504 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.284027 training's f1_score: 0.817168 valid_1's binary_logloss: 0.333145 valid_1's f1_score: 0.666667 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330833 training's f1_score: 0.784082 valid_1's binary_logloss: 0.417631 valid_1's f1_score: 0.604651 [20] training's binary_logloss: 0.296522 training's f1_score: 0.804361 valid_1's binary_logloss: 0.415644 valid_1's f1_score: 0.598491 [30] training's binary_logloss: 0.279461 training's f1_score: 0.817984 valid_1's binary_logloss: 0.413182 valid_1's f1_score: 0.615776 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265314 training's f1_score: 0.825788 valid_1's binary_logloss: 0.412715 valid_1's f1_score: 0.614458
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336658 training's f1_score: 0.758456 valid_1's binary_logloss: 0.400301 valid_1's f1_score: 0.775835 [20] training's binary_logloss: 0.302823 training's f1_score: 0.780169 valid_1's binary_logloss: 0.391832 valid_1's f1_score: 0.778667 [30] training's binary_logloss: 0.277889 training's f1_score: 0.797227 valid_1's binary_logloss: 0.394658 valid_1's f1_score: 0.768319 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266228 training's f1_score: 0.807011 valid_1's binary_logloss: 0.397257 valid_1's f1_score: 0.770968 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342303 training's f1_score: 0.767304 valid_1's binary_logloss: 0.33621 valid_1's f1_score: 0.744444
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.314788 training's f1_score: 0.78745 valid_1's binary_logloss: 0.337649 valid_1's f1_score: 0.749136 [30] training's binary_logloss: 0.290567 training's f1_score: 0.804624 valid_1's binary_logloss: 0.339253 valid_1's f1_score: 0.741259 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.281918 training's f1_score: 0.813262 valid_1's binary_logloss: 0.338196 valid_1's f1_score: 0.745263 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.338809 training's f1_score: 0.744538 valid_1's binary_logloss: 0.387517 valid_1's f1_score: 0.789859 [20] training's binary_logloss: 0.309195 training's f1_score: 0.764452 valid_1's binary_logloss: 0.388014 valid_1's f1_score: 0.790315 [30] training's binary_logloss: 0.285923 training's f1_score: 0.781452 valid_1's binary_logloss: 0.397779 valid_1's f1_score: 0.779297 Early stopping, best iteration is: [4] training's binary_logloss: 0.376637 training's f1_score: 0.731743 valid_1's binary_logloss: 0.417663 valid_1's f1_score: 0.796371
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.345942 training's f1_score: 0.773325 valid_1's binary_logloss: 0.352541 valid_1's f1_score: 0.647555 [20] training's binary_logloss: 0.314686 training's f1_score: 0.792128 valid_1's binary_logloss: 0.347424 valid_1's f1_score: 0.660959 [30] training's binary_logloss: 0.288458 training's f1_score: 0.811531 valid_1's binary_logloss: 0.339072 valid_1's f1_score: 0.668372 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2736 training's f1_score: 0.821756 valid_1's binary_logloss: 0.336215 valid_1's f1_score: 0.669558 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333061 training's f1_score: 0.780661 valid_1's binary_logloss: 0.414239 valid_1's f1_score: 0.612717
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298988 training's f1_score: 0.804651 valid_1's binary_logloss: 0.413364 valid_1's f1_score: 0.620285 [30] training's binary_logloss: 0.278083 training's f1_score: 0.819953 valid_1's binary_logloss: 0.415816 valid_1's f1_score: 0.628183 Early stopping, best iteration is: [5] training's binary_logloss: 0.364777 training's f1_score: 0.772108 valid_1's binary_logloss: 0.408813 valid_1's f1_score: 0.604377 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.338759 training's f1_score: 0.753038 valid_1's binary_logloss: 0.404147 valid_1's f1_score: 0.768903 [20] training's binary_logloss: 0.305269 training's f1_score: 0.77558 valid_1's binary_logloss: 0.396065 valid_1's f1_score: 0.779752 [30] training's binary_logloss: 0.280889 training's f1_score: 0.797157 valid_1's binary_logloss: 0.399435 valid_1's f1_score: 0.779404 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268176 training's f1_score: 0.807378 valid_1's binary_logloss: 0.399148 valid_1's f1_score: 0.776805
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.343258 training's f1_score: 0.764696 valid_1's binary_logloss: 0.343355 valid_1's f1_score: 0.737579 [20] training's binary_logloss: 0.314348 training's f1_score: 0.785462 valid_1's binary_logloss: 0.339449 valid_1's f1_score: 0.742857 [30] training's binary_logloss: 0.287076 training's f1_score: 0.803249 valid_1's binary_logloss: 0.337612 valid_1's f1_score: 0.75 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.276536 training's f1_score: 0.810767 valid_1's binary_logloss: 0.339273 valid_1's f1_score: 0.741259 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.345477 training's f1_score: 0.739717 valid_1's binary_logloss: 0.390917 valid_1's f1_score: 0.7909
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.312193 training's f1_score: 0.76368 valid_1's binary_logloss: 0.395002 valid_1's f1_score: 0.788057 [30] training's binary_logloss: 0.28736 training's f1_score: 0.781669 valid_1's binary_logloss: 0.396433 valid_1's f1_score: 0.791708 Early stopping, best iteration is: [5] training's binary_logloss: 0.369186 training's f1_score: 0.731986 valid_1's binary_logloss: 0.405969 valid_1's f1_score: 0.801211 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.342858 training's f1_score: 0.778565 valid_1's binary_logloss: 0.349458 valid_1's f1_score: 0.653584 [20] training's binary_logloss: 0.311186 training's f1_score: 0.800615 valid_1's binary_logloss: 0.349116 valid_1's f1_score: 0.658662 [30] training's binary_logloss: 0.287927 training's f1_score: 0.815066 valid_1's binary_logloss: 0.351189 valid_1's f1_score: 0.659208 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.27323 training's f1_score: 0.822746 valid_1's binary_logloss: 0.348636 valid_1's f1_score: 0.65913
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328481 training's f1_score: 0.786865 valid_1's binary_logloss: 0.413976 valid_1's f1_score: 0.606873 [20] training's binary_logloss: 0.296232 training's f1_score: 0.806717 valid_1's binary_logloss: 0.412062 valid_1's f1_score: 0.623619 [30] training's binary_logloss: 0.27452 training's f1_score: 0.820737 valid_1's binary_logloss: 0.413597 valid_1's f1_score: 0.620513 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257256 training's f1_score: 0.83404 valid_1's binary_logloss: 0.415616 valid_1's f1_score: 0.612489 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336891 training's f1_score: 0.757032 valid_1's binary_logloss: 0.406357 valid_1's f1_score: 0.768332
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.303132 training's f1_score: 0.780421 valid_1's binary_logloss: 0.400591 valid_1's f1_score: 0.767896 [30] training's binary_logloss: 0.280772 training's f1_score: 0.796096 valid_1's binary_logloss: 0.397019 valid_1's f1_score: 0.775287 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268388 training's f1_score: 0.807134 valid_1's binary_logloss: 0.396685 valid_1's f1_score: 0.768979 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.339378 training's f1_score: 0.769455 valid_1's binary_logloss: 0.339846 valid_1's f1_score: 0.75 [20] training's binary_logloss: 0.309518 training's f1_score: 0.786917 valid_1's binary_logloss: 0.336481 valid_1's f1_score: 0.750175 [30] training's binary_logloss: 0.282696 training's f1_score: 0.810131 valid_1's binary_logloss: 0.335903 valid_1's f1_score: 0.752809 Early stopping, best iteration is: [5] training's binary_logloss: 0.369717 training's f1_score: 0.761147 valid_1's binary_logloss: 0.356807 valid_1's f1_score: 0.756874
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342116 training's f1_score: 0.741853 valid_1's binary_logloss: 0.392375 valid_1's f1_score: 0.789346 [20] training's binary_logloss: 0.309652 training's f1_score: 0.764045 valid_1's binary_logloss: 0.396528 valid_1's f1_score: 0.790039 [30] training's binary_logloss: 0.285231 training's f1_score: 0.780899 valid_1's binary_logloss: 0.406729 valid_1's f1_score: 0.784063 Early stopping, best iteration is: [4] training's binary_logloss: 0.378919 training's f1_score: 0.732897 valid_1's binary_logloss: 0.419827 valid_1's f1_score: 0.800203 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.34167 training's f1_score: 0.776503 valid_1's binary_logloss: 0.348864 valid_1's f1_score: 0.663837
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.312783 training's f1_score: 0.792887 valid_1's binary_logloss: 0.35016 valid_1's f1_score: 0.667228 [30] training's binary_logloss: 0.286246 training's f1_score: 0.813156 valid_1's binary_logloss: 0.348294 valid_1's f1_score: 0.662128 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271934 training's f1_score: 0.820473 valid_1's binary_logloss: 0.344363 valid_1's f1_score: 0.658683 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326419 training's f1_score: 0.786671 valid_1's binary_logloss: 0.409687 valid_1's f1_score: 0.608187 [20] training's binary_logloss: 0.294969 training's f1_score: 0.805251 valid_1's binary_logloss: 0.40532 valid_1's f1_score: 0.623201 [30] training's binary_logloss: 0.272303 training's f1_score: 0.818848 valid_1's binary_logloss: 0.414339 valid_1's f1_score: 0.624258 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259029 training's f1_score: 0.831867 valid_1's binary_logloss: 0.415776 valid_1's f1_score: 0.610635
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334445 training's f1_score: 0.763055 valid_1's binary_logloss: 0.400813 valid_1's f1_score: 0.776309 [20] training's binary_logloss: 0.303977 training's f1_score: 0.780555 valid_1's binary_logloss: 0.400674 valid_1's f1_score: 0.779026 [30] training's binary_logloss: 0.277608 training's f1_score: 0.802082 valid_1's binary_logloss: 0.405289 valid_1's f1_score: 0.775488 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263731 training's f1_score: 0.811074 valid_1's binary_logloss: 0.402177 valid_1's f1_score: 0.768726 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340661 training's f1_score: 0.772911 valid_1's binary_logloss: 0.340703 valid_1's f1_score: 0.740378
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.310535 training's f1_score: 0.787731 valid_1's binary_logloss: 0.339956 valid_1's f1_score: 0.749652 [30] training's binary_logloss: 0.284782 training's f1_score: 0.81043 valid_1's binary_logloss: 0.337641 valid_1's f1_score: 0.754374 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.274553 training's f1_score: 0.81845 valid_1's binary_logloss: 0.337322 valid_1's f1_score: 0.753825 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.340528 training's f1_score: 0.745037 valid_1's binary_logloss: 0.386184 valid_1's f1_score: 0.793388 [20] training's binary_logloss: 0.308448 training's f1_score: 0.769124 valid_1's binary_logloss: 0.390017 valid_1's f1_score: 0.790834 [30] training's binary_logloss: 0.283373 training's f1_score: 0.790543 valid_1's binary_logloss: 0.399957 valid_1's f1_score: 0.78231 Early stopping, best iteration is: [5] training's binary_logloss: 0.363355 training's f1_score: 0.735669 valid_1's binary_logloss: 0.406199 valid_1's f1_score: 0.8
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338045 training's f1_score: 0.783292 valid_1's binary_logloss: 0.342273 valid_1's f1_score: 0.671292 [20] training's binary_logloss: 0.308901 training's f1_score: 0.797844 valid_1's binary_logloss: 0.339268 valid_1's f1_score: 0.683348 [30] training's binary_logloss: 0.282778 training's f1_score: 0.814975 valid_1's binary_logloss: 0.337485 valid_1's f1_score: 0.677056 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.272413 training's f1_score: 0.821108 valid_1's binary_logloss: 0.334293 valid_1's f1_score: 0.672489 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324875 training's f1_score: 0.789228 valid_1's binary_logloss: 0.404712 valid_1's f1_score: 0.620865
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293966 training's f1_score: 0.804476 valid_1's binary_logloss: 0.398457 valid_1's f1_score: 0.641156 [30] training's binary_logloss: 0.275529 training's f1_score: 0.816103 valid_1's binary_logloss: 0.407718 valid_1's f1_score: 0.619289 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260557 training's f1_score: 0.826872 valid_1's binary_logloss: 0.410907 valid_1's f1_score: 0.627451 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.334301 training's f1_score: 0.759885 valid_1's binary_logloss: 0.398922 valid_1's f1_score: 0.77488 [20] training's binary_logloss: 0.304423 training's f1_score: 0.775162 valid_1's binary_logloss: 0.388697 valid_1's f1_score: 0.780409 [30] training's binary_logloss: 0.279242 training's f1_score: 0.79772 valid_1's binary_logloss: 0.386141 valid_1's f1_score: 0.782845 Did not meet early stopping. Best iteration is: [35] training's binary_logloss: 0.264185 training's f1_score: 0.813494 valid_1's binary_logloss: 0.389461 valid_1's f1_score: 0.783224
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337244 training's f1_score: 0.773093 valid_1's binary_logloss: 0.340578 valid_1's f1_score: 0.747038 [20] training's binary_logloss: 0.308535 training's f1_score: 0.788468 valid_1's binary_logloss: 0.337259 valid_1's f1_score: 0.749826 [30] training's binary_logloss: 0.28144 training's f1_score: 0.813316 valid_1's binary_logloss: 0.338086 valid_1's f1_score: 0.754743 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271361 training's f1_score: 0.8162 valid_1's binary_logloss: 0.335493 valid_1's f1_score: 0.750527 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336222 training's f1_score: 0.746855 valid_1's binary_logloss: 0.388294 valid_1's f1_score: 0.791465
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.30592 training's f1_score: 0.764006 valid_1's binary_logloss: 0.393983 valid_1's f1_score: 0.794374 [30] training's binary_logloss: 0.280316 training's f1_score: 0.787524 valid_1's binary_logloss: 0.400133 valid_1's f1_score: 0.785366 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264127 training's f1_score: 0.800785 valid_1's binary_logloss: 0.399327 valid_1's f1_score: 0.788177 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.337546 training's f1_score: 0.782555 valid_1's binary_logloss: 0.342662 valid_1's f1_score: 0.671808 [20] training's binary_logloss: 0.310053 training's f1_score: 0.796976 valid_1's binary_logloss: 0.340453 valid_1's f1_score: 0.667802 [30] training's binary_logloss: 0.285155 training's f1_score: 0.811661 valid_1's binary_logloss: 0.338314 valid_1's f1_score: 0.673557 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271948 training's f1_score: 0.822326 valid_1's binary_logloss: 0.334259 valid_1's f1_score: 0.675934
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323083 training's f1_score: 0.790423 valid_1's binary_logloss: 0.404303 valid_1's f1_score: 0.618454 [20] training's binary_logloss: 0.287858 training's f1_score: 0.812237 valid_1's binary_logloss: 0.403935 valid_1's f1_score: 0.620168 [30] training's binary_logloss: 0.266977 training's f1_score: 0.822848 valid_1's binary_logloss: 0.408436 valid_1's f1_score: 0.632116 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25314 training's f1_score: 0.831344 valid_1's binary_logloss: 0.403284 valid_1's f1_score: 0.619574 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331989 training's f1_score: 0.763742 valid_1's binary_logloss: 0.39765 valid_1's f1_score: 0.776545
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299166 training's f1_score: 0.781994 valid_1's binary_logloss: 0.393177 valid_1's f1_score: 0.779553 [30] training's binary_logloss: 0.276975 training's f1_score: 0.799861 valid_1's binary_logloss: 0.39829 valid_1's f1_score: 0.777597 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263365 training's f1_score: 0.811614 valid_1's binary_logloss: 0.404018 valid_1's f1_score: 0.77802 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336069 training's f1_score: 0.773725 valid_1's binary_logloss: 0.341231 valid_1's f1_score: 0.753138 [20] training's binary_logloss: 0.303985 training's f1_score: 0.796676 valid_1's binary_logloss: 0.342973 valid_1's f1_score: 0.75 [30] training's binary_logloss: 0.280633 training's f1_score: 0.815751 valid_1's binary_logloss: 0.340292 valid_1's f1_score: 0.756115 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270236 training's f1_score: 0.821218 valid_1's binary_logloss: 0.341977 valid_1's f1_score: 0.753319
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333971 training's f1_score: 0.752643 valid_1's binary_logloss: 0.395807 valid_1's f1_score: 0.787141 [20] training's binary_logloss: 0.303575 training's f1_score: 0.770061 valid_1's binary_logloss: 0.403521 valid_1's f1_score: 0.784909 [30] training's binary_logloss: 0.275688 training's f1_score: 0.789798 valid_1's binary_logloss: 0.407661 valid_1's f1_score: 0.778437 Early stopping, best iteration is: [4] training's binary_logloss: 0.377593 training's f1_score: 0.734461 valid_1's binary_logloss: 0.424358 valid_1's f1_score: 0.794297 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336035 training's f1_score: 0.783651 valid_1's binary_logloss: 0.341402 valid_1's f1_score: 0.662093
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304523 training's f1_score: 0.80105 valid_1's binary_logloss: 0.332188 valid_1's f1_score: 0.675258 [30] training's binary_logloss: 0.279519 training's f1_score: 0.819071 valid_1's binary_logloss: 0.337623 valid_1's f1_score: 0.669528 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265331 training's f1_score: 0.826983 valid_1's binary_logloss: 0.328579 valid_1's f1_score: 0.676626 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32393 training's f1_score: 0.790922 valid_1's binary_logloss: 0.4171 valid_1's f1_score: 0.605459 [20] training's binary_logloss: 0.290875 training's f1_score: 0.806527 valid_1's binary_logloss: 0.420413 valid_1's f1_score: 0.610509 [30] training's binary_logloss: 0.268662 training's f1_score: 0.823034 valid_1's binary_logloss: 0.42741 valid_1's f1_score: 0.604959 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255394 training's f1_score: 0.83315 valid_1's binary_logloss: 0.421921 valid_1's f1_score: 0.607233
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328203 training's f1_score: 0.762541 valid_1's binary_logloss: 0.39879 valid_1's f1_score: 0.780669 [20] training's binary_logloss: 0.297661 training's f1_score: 0.77902 valid_1's binary_logloss: 0.39604 valid_1's f1_score: 0.774784 [30] training's binary_logloss: 0.275168 training's f1_score: 0.798467 valid_1's binary_logloss: 0.401464 valid_1's f1_score: 0.773173 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261408 training's f1_score: 0.811802 valid_1's binary_logloss: 0.402365 valid_1's f1_score: 0.772083 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332819 training's f1_score: 0.776149 valid_1's binary_logloss: 0.339962 valid_1's f1_score: 0.749477
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304924 training's f1_score: 0.793294 valid_1's binary_logloss: 0.343881 valid_1's f1_score: 0.749485 [30] training's binary_logloss: 0.281477 training's f1_score: 0.811453 valid_1's binary_logloss: 0.350111 valid_1's f1_score: 0.751566 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270868 training's f1_score: 0.815888 valid_1's binary_logloss: 0.352957 valid_1's f1_score: 0.742897 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331385 training's f1_score: 0.751689 valid_1's binary_logloss: 0.395495 valid_1's f1_score: 0.791081 [20] training's binary_logloss: 0.301576 training's f1_score: 0.770061 valid_1's binary_logloss: 0.401606 valid_1's f1_score: 0.786693 [30] training's binary_logloss: 0.276061 training's f1_score: 0.788842 valid_1's binary_logloss: 0.406114 valid_1's f1_score: 0.77961 Early stopping, best iteration is: [5] training's binary_logloss: 0.361824 training's f1_score: 0.739878 valid_1's binary_logloss: 0.408204 valid_1's f1_score: 0.795205
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335901 training's f1_score: 0.784422 valid_1's binary_logloss: 0.338077 valid_1's f1_score: 0.678819 [20] training's binary_logloss: 0.305082 training's f1_score: 0.799938 valid_1's binary_logloss: 0.335988 valid_1's f1_score: 0.680412 [30] training's binary_logloss: 0.278928 training's f1_score: 0.817324 valid_1's binary_logloss: 0.333757 valid_1's f1_score: 0.678112 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264283 training's f1_score: 0.826303 valid_1's binary_logloss: 0.333482 valid_1's f1_score: 0.682251 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321933 training's f1_score: 0.792645 valid_1's binary_logloss: 0.412779 valid_1's f1_score: 0.605307
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292852 training's f1_score: 0.807482 valid_1's binary_logloss: 0.403233 valid_1's f1_score: 0.627615 [30] training's binary_logloss: 0.273872 training's f1_score: 0.820609 valid_1's binary_logloss: 0.403449 valid_1's f1_score: 0.627319 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256431 training's f1_score: 0.834698 valid_1's binary_logloss: 0.401999 valid_1's f1_score: 0.632116 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328291 training's f1_score: 0.760102 valid_1's binary_logloss: 0.396829 valid_1's f1_score: 0.772509 [20] training's binary_logloss: 0.296549 training's f1_score: 0.783644 valid_1's binary_logloss: 0.397203 valid_1's f1_score: 0.777958 [30] training's binary_logloss: 0.273366 training's f1_score: 0.803621 valid_1's binary_logloss: 0.406562 valid_1's f1_score: 0.76663 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257599 training's f1_score: 0.817129 valid_1's binary_logloss: 0.413298 valid_1's f1_score: 0.764094
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334419 training's f1_score: 0.772463 valid_1's binary_logloss: 0.342015 valid_1's f1_score: 0.747207 [20] training's binary_logloss: 0.306712 training's f1_score: 0.78927 valid_1's binary_logloss: 0.341075 valid_1's f1_score: 0.744122 [30] training's binary_logloss: 0.280442 training's f1_score: 0.805637 valid_1's binary_logloss: 0.340896 valid_1's f1_score: 0.748626 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268983 training's f1_score: 0.817708 valid_1's binary_logloss: 0.343054 valid_1's f1_score: 0.7519 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332715 training's f1_score: 0.751601 valid_1's binary_logloss: 0.393 valid_1's f1_score: 0.787348
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.30674 training's f1_score: 0.768348 valid_1's binary_logloss: 0.388034 valid_1's f1_score: 0.786933 [30] training's binary_logloss: 0.277425 training's f1_score: 0.793724 valid_1's binary_logloss: 0.393665 valid_1's f1_score: 0.784141 Early stopping, best iteration is: [5] training's binary_logloss: 0.360849 training's f1_score: 0.747514 valid_1's binary_logloss: 0.409986 valid_1's f1_score: 0.793635 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.334639 training's f1_score: 0.785133 valid_1's binary_logloss: 0.337864 valid_1's f1_score: 0.669558 [20] training's binary_logloss: 0.303256 training's f1_score: 0.803831 valid_1's binary_logloss: 0.337975 valid_1's f1_score: 0.671292 [30] training's binary_logloss: 0.279268 training's f1_score: 0.81644 valid_1's binary_logloss: 0.338029 valid_1's f1_score: 0.664372 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264618 training's f1_score: 0.824942 valid_1's binary_logloss: 0.332792 valid_1's f1_score: 0.658494 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321713 training's f1_score: 0.792156 valid_1's binary_logloss: 0.412217 valid_1's f1_score: 0.606965 [20] training's binary_logloss: 0.288719 training's f1_score: 0.80942 valid_1's binary_logloss: 0.402815 valid_1's f1_score: 0.635135
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.266779 training's f1_score: 0.822739 valid_1's binary_logloss: 0.412927 valid_1's f1_score: 0.62585 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25471 training's f1_score: 0.832335 valid_1's binary_logloss: 0.413977 valid_1's f1_score: 0.622723 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326031 training's f1_score: 0.763929 valid_1's binary_logloss: 0.395551 valid_1's f1_score: 0.771536
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296328 training's f1_score: 0.781736 valid_1's binary_logloss: 0.398688 valid_1's f1_score: 0.768226 [30] training's binary_logloss: 0.267777 training's f1_score: 0.808422 valid_1's binary_logloss: 0.407789 valid_1's f1_score: 0.7631 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254518 training's f1_score: 0.82036 valid_1's binary_logloss: 0.411813 valid_1's f1_score: 0.768226 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331455 training's f1_score: 0.777145 valid_1's binary_logloss: 0.336023 valid_1's f1_score: 0.75477 [20] training's binary_logloss: 0.306601 training's f1_score: 0.788632 valid_1's binary_logloss: 0.338543 valid_1's f1_score: 0.754007 [30] training's binary_logloss: 0.282456 training's f1_score: 0.80565 valid_1's binary_logloss: 0.342906 valid_1's f1_score: 0.756983 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270634 training's f1_score: 0.814622 valid_1's binary_logloss: 0.345964 valid_1's f1_score: 0.748782 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330805 training's f1_score: 0.75326 valid_1's binary_logloss: 0.393686 valid_1's f1_score: 0.782946 [20] training's binary_logloss: 0.29831 training's f1_score: 0.771612 valid_1's binary_logloss: 0.404266 valid_1's f1_score: 0.785992
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.270064 training's f1_score: 0.79557 valid_1's binary_logloss: 0.404744 valid_1's f1_score: 0.789163 Early stopping, best iteration is: [4] training's binary_logloss: 0.374959 training's f1_score: 0.735939 valid_1's binary_logloss: 0.423254 valid_1's f1_score: 0.793068 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336161 training's f1_score: 0.783157 valid_1's binary_logloss: 0.336002 valid_1's f1_score: 0.667823
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.303078 training's f1_score: 0.799325 valid_1's binary_logloss: 0.332418 valid_1's f1_score: 0.677003 [30] training's binary_logloss: 0.279478 training's f1_score: 0.819195 valid_1's binary_logloss: 0.334178 valid_1's f1_score: 0.670112 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266677 training's f1_score: 0.830975 valid_1's binary_logloss: 0.334011 valid_1's f1_score: 0.657941 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.322323 training's f1_score: 0.792061 valid_1's binary_logloss: 0.407964 valid_1's f1_score: 0.625418 [20] training's binary_logloss: 0.2885 training's f1_score: 0.806898 valid_1's binary_logloss: 0.411976 valid_1's f1_score: 0.618609 [30] training's binary_logloss: 0.264182 training's f1_score: 0.825137 valid_1's binary_logloss: 0.41976 valid_1's f1_score: 0.610169 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248862 training's f1_score: 0.838363 valid_1's binary_logloss: 0.427821 valid_1's f1_score: 0.603935 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325666 training's f1_score: 0.761986 valid_1's binary_logloss: 0.393029 valid_1's f1_score: 0.778015 [20] training's binary_logloss: 0.296592 training's f1_score: 0.784388 valid_1's binary_logloss: 0.39648 valid_1's f1_score: 0.77628
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.267446 training's f1_score: 0.805367 valid_1's binary_logloss: 0.40326 valid_1's f1_score: 0.777354 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251658 training's f1_score: 0.820396 valid_1's binary_logloss: 0.40875 valid_1's f1_score: 0.765093 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332925 training's f1_score: 0.774845 valid_1's binary_logloss: 0.345511 valid_1's f1_score: 0.741416
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300426 training's f1_score: 0.796426 valid_1's binary_logloss: 0.344662 valid_1's f1_score: 0.74198 [30] training's binary_logloss: 0.275373 training's f1_score: 0.8145 valid_1's binary_logloss: 0.345635 valid_1's f1_score: 0.744382 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26182 training's f1_score: 0.823607 valid_1's binary_logloss: 0.350548 valid_1's f1_score: 0.742297 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333151 training's f1_score: 0.747029 valid_1's binary_logloss: 0.387746 valid_1's f1_score: 0.796732 [20] training's binary_logloss: 0.30295 training's f1_score: 0.768805 valid_1's binary_logloss: 0.388007 valid_1's f1_score: 0.791526 [30] training's binary_logloss: 0.274222 training's f1_score: 0.794501 valid_1's binary_logloss: 0.395539 valid_1's f1_score: 0.784275 Early stopping, best iteration is: [4] training's binary_logloss: 0.375564 training's f1_score: 0.735863 valid_1's binary_logloss: 0.416808 valid_1's f1_score: 0.802444
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332494 training's f1_score: 0.787273 valid_1's binary_logloss: 0.336269 valid_1's f1_score: 0.666667 [20] training's binary_logloss: 0.301845 training's f1_score: 0.801109 valid_1's binary_logloss: 0.328829 valid_1's f1_score: 0.672961 [30] training's binary_logloss: 0.277231 training's f1_score: 0.82188 valid_1's binary_logloss: 0.328986 valid_1's f1_score: 0.671875 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262924 training's f1_score: 0.830951 valid_1's binary_logloss: 0.330191 valid_1's f1_score: 0.670732 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321412 training's f1_score: 0.792743 valid_1's binary_logloss: 0.414025 valid_1's f1_score: 0.608065
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.290807 training's f1_score: 0.806947 valid_1's binary_logloss: 0.418328 valid_1's f1_score: 0.609776 [30] training's binary_logloss: 0.265521 training's f1_score: 0.827338 valid_1's binary_logloss: 0.41166 valid_1's f1_score: 0.617201 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254155 training's f1_score: 0.831369 valid_1's binary_logloss: 0.41084 valid_1's f1_score: 0.626689 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325948 training's f1_score: 0.763543 valid_1's binary_logloss: 0.401859 valid_1's f1_score: 0.773715 [20] training's binary_logloss: 0.295538 training's f1_score: 0.781175 valid_1's binary_logloss: 0.402313 valid_1's f1_score: 0.771536 [30] training's binary_logloss: 0.267239 training's f1_score: 0.802785 valid_1's binary_logloss: 0.402242 valid_1's f1_score: 0.778202 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252042 training's f1_score: 0.816412 valid_1's binary_logloss: 0.405436 valid_1's f1_score: 0.768977
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334791 training's f1_score: 0.771309 valid_1's binary_logloss: 0.348971 valid_1's f1_score: 0.745017 [20] training's binary_logloss: 0.304715 training's f1_score: 0.793407 valid_1's binary_logloss: 0.348193 valid_1's f1_score: 0.75 [30] training's binary_logloss: 0.279093 training's f1_score: 0.811665 valid_1's binary_logloss: 0.347862 valid_1's f1_score: 0.73895 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26958 training's f1_score: 0.819571 valid_1's binary_logloss: 0.346133 valid_1's f1_score: 0.741958 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331443 training's f1_score: 0.751345 valid_1's binary_logloss: 0.386941 valid_1's f1_score: 0.789679
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299927 training's f1_score: 0.77129 valid_1's binary_logloss: 0.394421 valid_1's f1_score: 0.783244 [30] training's binary_logloss: 0.275806 training's f1_score: 0.792041 valid_1's binary_logloss: 0.411898 valid_1's f1_score: 0.780128 Early stopping, best iteration is: [4] training's binary_logloss: 0.374877 training's f1_score: 0.740212 valid_1's binary_logloss: 0.41729 valid_1's f1_score: 0.802476 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.334275 training's f1_score: 0.786981 valid_1's binary_logloss: 0.338358 valid_1's f1_score: 0.67951 [20] training's binary_logloss: 0.306381 training's f1_score: 0.799323 valid_1's binary_logloss: 0.333768 valid_1's f1_score: 0.675508 [30] training's binary_logloss: 0.284162 training's f1_score: 0.817158 valid_1's binary_logloss: 0.336831 valid_1's f1_score: 0.667841 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.269011 training's f1_score: 0.826295 valid_1's binary_logloss: 0.341357 valid_1's f1_score: 0.660777 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321852 training's f1_score: 0.795035 valid_1's binary_logloss: 0.413659 valid_1's f1_score: 0.621488 [20] training's binary_logloss: 0.290498 training's f1_score: 0.808517 valid_1's binary_logloss: 0.419298 valid_1's f1_score: 0.615764
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.268726 training's f1_score: 0.823603 valid_1's binary_logloss: 0.416595 valid_1's f1_score: 0.619205 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252305 training's f1_score: 0.836517 valid_1's binary_logloss: 0.408173 valid_1's f1_score: 0.626991 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327313 training's f1_score: 0.760264 valid_1's binary_logloss: 0.397881 valid_1's f1_score: 0.775532
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298159 training's f1_score: 0.780113 valid_1's binary_logloss: 0.397449 valid_1's f1_score: 0.774194 [30] training's binary_logloss: 0.271555 training's f1_score: 0.800828 valid_1's binary_logloss: 0.397093 valid_1's f1_score: 0.76814 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25713 training's f1_score: 0.812522 valid_1's binary_logloss: 0.397336 valid_1's f1_score: 0.769062 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33177 training's f1_score: 0.775411 valid_1's binary_logloss: 0.340812 valid_1's f1_score: 0.736842 [20] training's binary_logloss: 0.301063 training's f1_score: 0.79025 valid_1's binary_logloss: 0.344314 valid_1's f1_score: 0.735758 [30] training's binary_logloss: 0.274948 training's f1_score: 0.80995 valid_1's binary_logloss: 0.350929 valid_1's f1_score: 0.738376 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265045 training's f1_score: 0.820912 valid_1's binary_logloss: 0.355735 valid_1's f1_score: 0.733195
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331314 training's f1_score: 0.746392 valid_1's binary_logloss: 0.390824 valid_1's f1_score: 0.791325 [20] training's binary_logloss: 0.303766 training's f1_score: 0.769125 valid_1's binary_logloss: 0.386702 valid_1's f1_score: 0.793819 [30] training's binary_logloss: 0.273075 training's f1_score: 0.796345 valid_1's binary_logloss: 0.397862 valid_1's f1_score: 0.791198 Early stopping, best iteration is: [3] training's binary_logloss: 0.388627 training's f1_score: 0.725415 valid_1's binary_logloss: 0.436869 valid_1's f1_score: 0.796218 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33524 training's f1_score: 0.780876 valid_1's binary_logloss: 0.335317 valid_1's f1_score: 0.680739
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304177 training's f1_score: 0.801542 valid_1's binary_logloss: 0.333235 valid_1's f1_score: 0.687719 [30] training's binary_logloss: 0.277505 training's f1_score: 0.822566 valid_1's binary_logloss: 0.333264 valid_1's f1_score: 0.672474 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267675 training's f1_score: 0.829761 valid_1's binary_logloss: 0.33336 valid_1's f1_score: 0.689046 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.321787 training's f1_score: 0.79298 valid_1's binary_logloss: 0.413722 valid_1's f1_score: 0.606111 [20] training's binary_logloss: 0.291408 training's f1_score: 0.809406 valid_1's binary_logloss: 0.424008 valid_1's f1_score: 0.604496 [30] training's binary_logloss: 0.27044 training's f1_score: 0.823419 valid_1's binary_logloss: 0.427693 valid_1's f1_score: 0.618729 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255465 training's f1_score: 0.835024 valid_1's binary_logloss: 0.429285 valid_1's f1_score: 0.622074
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326782 training's f1_score: 0.759168 valid_1's binary_logloss: 0.395987 valid_1's f1_score: 0.772727 [20] training's binary_logloss: 0.295326 training's f1_score: 0.78078 valid_1's binary_logloss: 0.396504 valid_1's f1_score: 0.776344 [30] training's binary_logloss: 0.268362 training's f1_score: 0.805204 valid_1's binary_logloss: 0.395937 valid_1's f1_score: 0.770582 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255106 training's f1_score: 0.816391 valid_1's binary_logloss: 0.401808 valid_1's f1_score: 0.764706 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331768 training's f1_score: 0.775681 valid_1's binary_logloss: 0.341681 valid_1's f1_score: 0.735031
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297656 training's f1_score: 0.797036 valid_1's binary_logloss: 0.344878 valid_1's f1_score: 0.739821 [30] training's binary_logloss: 0.275032 training's f1_score: 0.813355 valid_1's binary_logloss: 0.347592 valid_1's f1_score: 0.73844 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264587 training's f1_score: 0.82151 valid_1's binary_logloss: 0.347911 valid_1's f1_score: 0.737569 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328931 training's f1_score: 0.746166 valid_1's binary_logloss: 0.388879 valid_1's f1_score: 0.78955 [20] training's binary_logloss: 0.297753 training's f1_score: 0.76875 valid_1's binary_logloss: 0.389637 valid_1's f1_score: 0.790159 [30] training's binary_logloss: 0.276253 training's f1_score: 0.785123 valid_1's binary_logloss: 0.404252 valid_1's f1_score: 0.778701 Early stopping, best iteration is: [4] training's binary_logloss: 0.372126 training's f1_score: 0.736978 valid_1's binary_logloss: 0.41521 valid_1's f1_score: 0.795666
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333612 training's f1_score: 0.781829 valid_1's binary_logloss: 0.338858 valid_1's f1_score: 0.671875 [20] training's binary_logloss: 0.303476 training's f1_score: 0.798887 valid_1's binary_logloss: 0.341652 valid_1's f1_score: 0.677729 [30] training's binary_logloss: 0.276135 training's f1_score: 0.821296 valid_1's binary_logloss: 0.344827 valid_1's f1_score: 0.674825 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261306 training's f1_score: 0.831883 valid_1's binary_logloss: 0.342351 valid_1's f1_score: 0.67263 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318489 training's f1_score: 0.789572 valid_1's binary_logloss: 0.413007 valid_1's f1_score: 0.613992
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.288742 training's f1_score: 0.808915 valid_1's binary_logloss: 0.41709 valid_1's f1_score: 0.616932 [30] training's binary_logloss: 0.263946 training's f1_score: 0.829069 valid_1's binary_logloss: 0.419643 valid_1's f1_score: 0.612142 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247304 training's f1_score: 0.841458 valid_1's binary_logloss: 0.420649 valid_1's f1_score: 0.605241 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328721 training's f1_score: 0.75533 valid_1's binary_logloss: 0.392315 valid_1's f1_score: 0.780952 [20] training's binary_logloss: 0.295227 training's f1_score: 0.779574 valid_1's binary_logloss: 0.394161 valid_1's f1_score: 0.782044 [30] training's binary_logloss: 0.270718 training's f1_score: 0.803587 valid_1's binary_logloss: 0.400554 valid_1's f1_score: 0.774473 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257063 training's f1_score: 0.817865 valid_1's binary_logloss: 0.401142 valid_1's f1_score: 0.780011 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329729 training's f1_score: 0.773201 valid_1's binary_logloss: 0.340018 valid_1's f1_score: 0.752231
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300528 training's f1_score: 0.792127 valid_1's binary_logloss: 0.340523 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.270898 training's f1_score: 0.815528 valid_1's binary_logloss: 0.350321 valid_1's f1_score: 0.74145 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260352 training's f1_score: 0.818685 valid_1's binary_logloss: 0.351446 valid_1's f1_score: 0.737705 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331728 training's f1_score: 0.748318 valid_1's binary_logloss: 0.388247 valid_1's f1_score: 0.794189 [20] training's binary_logloss: 0.301377 training's f1_score: 0.767 valid_1's binary_logloss: 0.403536 valid_1's f1_score: 0.785955 [30] training's binary_logloss: 0.278865 training's f1_score: 0.788293 valid_1's binary_logloss: 0.405834 valid_1's f1_score: 0.783546 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261688 training's f1_score: 0.805669 valid_1's binary_logloss: 0.403871 valid_1's f1_score: 0.78582
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332317 training's f1_score: 0.788645 valid_1's binary_logloss: 0.334553 valid_1's f1_score: 0.675958 [20] training's binary_logloss: 0.302567 training's f1_score: 0.803026 valid_1's binary_logloss: 0.338829 valid_1's f1_score: 0.671835 [30] training's binary_logloss: 0.278234 training's f1_score: 0.818238 valid_1's binary_logloss: 0.341656 valid_1's f1_score: 0.66896 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263841 training's f1_score: 0.825742 valid_1's binary_logloss: 0.339826 valid_1's f1_score: 0.664354 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.316053 training's f1_score: 0.791202 valid_1's binary_logloss: 0.4111 valid_1's f1_score: 0.607973
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.285939 training's f1_score: 0.805905 valid_1's binary_logloss: 0.416144 valid_1's f1_score: 0.609635 [30] training's binary_logloss: 0.26041 training's f1_score: 0.82858 valid_1's binary_logloss: 0.416411 valid_1's f1_score: 0.613712 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245852 training's f1_score: 0.840405 valid_1's binary_logloss: 0.423642 valid_1's f1_score: 0.612658 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325323 training's f1_score: 0.753176 valid_1's binary_logloss: 0.396542 valid_1's f1_score: 0.77152 [20] training's binary_logloss: 0.295241 training's f1_score: 0.777646 valid_1's binary_logloss: 0.394843 valid_1's f1_score: 0.779733 [30] training's binary_logloss: 0.269025 training's f1_score: 0.802001 valid_1's binary_logloss: 0.399166 valid_1's f1_score: 0.768645 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251933 training's f1_score: 0.813642 valid_1's binary_logloss: 0.399021 valid_1's f1_score: 0.768392
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330022 training's f1_score: 0.774992 valid_1's binary_logloss: 0.343927 valid_1's f1_score: 0.749319 [20] training's binary_logloss: 0.301866 training's f1_score: 0.792331 valid_1's binary_logloss: 0.337524 valid_1's f1_score: 0.749828 [30] training's binary_logloss: 0.269898 training's f1_score: 0.817797 valid_1's binary_logloss: 0.340462 valid_1's f1_score: 0.751043 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257504 training's f1_score: 0.830028 valid_1's binary_logloss: 0.341318 valid_1's f1_score: 0.749131 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332251 training's f1_score: 0.747034 valid_1's binary_logloss: 0.382097 valid_1's f1_score: 0.801357
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.302139 training's f1_score: 0.767147 valid_1's binary_logloss: 0.397499 valid_1's f1_score: 0.791506 [30] training's binary_logloss: 0.276156 training's f1_score: 0.788421 valid_1's binary_logloss: 0.406839 valid_1's f1_score: 0.788293 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257958 training's f1_score: 0.802204 valid_1's binary_logloss: 0.413915 valid_1's f1_score: 0.780344 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330978 training's f1_score: 0.782755 valid_1's binary_logloss: 0.334629 valid_1's f1_score: 0.676522 [20] training's binary_logloss: 0.300096 training's f1_score: 0.802969 valid_1's binary_logloss: 0.329804 valid_1's f1_score: 0.674868 [30] training's binary_logloss: 0.274993 training's f1_score: 0.82064 valid_1's binary_logloss: 0.33746 valid_1's f1_score: 0.667244 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260935 training's f1_score: 0.83085 valid_1's binary_logloss: 0.337551 valid_1's f1_score: 0.662587 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318784 training's f1_score: 0.790957 valid_1's binary_logloss: 0.4122 valid_1's f1_score: 0.621087 [20] training's binary_logloss: 0.28787 training's f1_score: 0.804459 valid_1's binary_logloss: 0.413007 valid_1's f1_score: 0.623549
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.261311 training's f1_score: 0.825631 valid_1's binary_logloss: 0.421814 valid_1's f1_score: 0.623333 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245912 training's f1_score: 0.835144 valid_1's binary_logloss: 0.421177 valid_1's f1_score: 0.626043 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327309 training's f1_score: 0.756122 valid_1's binary_logloss: 0.396851 valid_1's f1_score: 0.777542
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294695 training's f1_score: 0.777664 valid_1's binary_logloss: 0.402721 valid_1's f1_score: 0.781166 [30] training's binary_logloss: 0.268156 training's f1_score: 0.800762 valid_1's binary_logloss: 0.402943 valid_1's f1_score: 0.772504 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251784 training's f1_score: 0.814132 valid_1's binary_logloss: 0.407721 valid_1's f1_score: 0.769315 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330521 training's f1_score: 0.773153 valid_1's binary_logloss: 0.346065 valid_1's f1_score: 0.74231 [20] training's binary_logloss: 0.298552 training's f1_score: 0.795157 valid_1's binary_logloss: 0.340739 valid_1's f1_score: 0.74829 [30] training's binary_logloss: 0.268215 training's f1_score: 0.816718 valid_1's binary_logloss: 0.347508 valid_1's f1_score: 0.743013 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256338 training's f1_score: 0.828092 valid_1's binary_logloss: 0.355151 valid_1's f1_score: 0.742507 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325253 training's f1_score: 0.753076 valid_1's binary_logloss: 0.385902 valid_1's f1_score: 0.7926 [20] training's binary_logloss: 0.294878 training's f1_score: 0.774182 valid_1's binary_logloss: 0.395403 valid_1's f1_score: 0.786693
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.268913 training's f1_score: 0.797168 valid_1's binary_logloss: 0.400791 valid_1's f1_score: 0.78582 Early stopping, best iteration is: [4] training's binary_logloss: 0.370186 training's f1_score: 0.735808 valid_1's binary_logloss: 0.41218 valid_1's f1_score: 0.804469 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334513 training's f1_score: 0.784272 valid_1's binary_logloss: 0.337633 valid_1's f1_score: 0.670648
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299085 training's f1_score: 0.803994 valid_1's binary_logloss: 0.335388 valid_1's f1_score: 0.678231 [30] training's binary_logloss: 0.269669 training's f1_score: 0.828186 valid_1's binary_logloss: 0.335388 valid_1's f1_score: 0.666084 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256744 training's f1_score: 0.835914 valid_1's binary_logloss: 0.334812 valid_1's f1_score: 0.667255 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.316459 training's f1_score: 0.796086 valid_1's binary_logloss: 0.412744 valid_1's f1_score: 0.615768 [20] training's binary_logloss: 0.284425 training's f1_score: 0.814134 valid_1's binary_logloss: 0.409623 valid_1's f1_score: 0.622483 [30] training's binary_logloss: 0.262004 training's f1_score: 0.828226 valid_1's binary_logloss: 0.423048 valid_1's f1_score: 0.614618 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248546 training's f1_score: 0.83928 valid_1's binary_logloss: 0.426983 valid_1's f1_score: 0.611864 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32404 training's f1_score: 0.76724 valid_1's binary_logloss: 0.393893 valid_1's f1_score: 0.778488 [20] training's binary_logloss: 0.29058 training's f1_score: 0.786575 valid_1's binary_logloss: 0.402018 valid_1's f1_score: 0.778193
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.266445 training's f1_score: 0.803528 valid_1's binary_logloss: 0.403617 valid_1's f1_score: 0.769815 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250416 training's f1_score: 0.815588 valid_1's binary_logloss: 0.410326 valid_1's f1_score: 0.766284 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330813 training's f1_score: 0.776259 valid_1's binary_logloss: 0.344951 valid_1's f1_score: 0.737483
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301155 training's f1_score: 0.791606 valid_1's binary_logloss: 0.345135 valid_1's f1_score: 0.73251 [30] training's binary_logloss: 0.275087 training's f1_score: 0.81367 valid_1's binary_logloss: 0.350585 valid_1's f1_score: 0.73568 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263433 training's f1_score: 0.818759 valid_1's binary_logloss: 0.352784 valid_1's f1_score: 0.730203 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.323332 training's f1_score: 0.754632 valid_1's binary_logloss: 0.38682 valid_1's f1_score: 0.79456 [20] training's binary_logloss: 0.298256 training's f1_score: 0.772806 valid_1's binary_logloss: 0.393486 valid_1's f1_score: 0.795564 [30] training's binary_logloss: 0.2715 training's f1_score: 0.794319 valid_1's binary_logloss: 0.403096 valid_1's f1_score: 0.778426 Early stopping, best iteration is: [4] training's binary_logloss: 0.366848 training's f1_score: 0.738518 valid_1's binary_logloss: 0.411862 valid_1's f1_score: 0.800815 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.371485 training's f1_score: 0.768643 valid_1's binary_logloss: 0.379255 valid_1's f1_score: 0.640468
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.340818 training's f1_score: 0.783884 valid_1's binary_logloss: 0.367241 valid_1's f1_score: 0.648511 [30] training's binary_logloss: 0.31894 training's f1_score: 0.793626 valid_1's binary_logloss: 0.363301 valid_1's f1_score: 0.646655 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.308444 training's f1_score: 0.801736 valid_1's binary_logloss: 0.363492 valid_1's f1_score: 0.639246 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.359847 training's f1_score: 0.772548 valid_1's binary_logloss: 0.421315 valid_1's f1_score: 0.613694 [20] training's binary_logloss: 0.325416 training's f1_score: 0.784941 valid_1's binary_logloss: 0.423619 valid_1's f1_score: 0.616949 [30] training's binary_logloss: 0.308014 training's f1_score: 0.79823 valid_1's binary_logloss: 0.420777 valid_1's f1_score: 0.628866 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.296921 training's f1_score: 0.810323 valid_1's binary_logloss: 0.414522 valid_1's f1_score: 0.622951
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.363043 training's f1_score: 0.740955 valid_1's binary_logloss: 0.426496 valid_1's f1_score: 0.760383 [20] training's binary_logloss: 0.330661 training's f1_score: 0.763717 valid_1's binary_logloss: 0.419887 valid_1's f1_score: 0.762887 [30] training's binary_logloss: 0.308385 training's f1_score: 0.776471 valid_1's binary_logloss: 0.419846 valid_1's f1_score: 0.763158 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.298468 training's f1_score: 0.784022 valid_1's binary_logloss: 0.427262 valid_1's f1_score: 0.761333 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.374326 training's f1_score: 0.750602 valid_1's binary_logloss: 0.362989 valid_1's f1_score: 0.731844 [20] training's binary_logloss: 0.342136 training's f1_score: 0.76782 valid_1's binary_logloss: 0.358973 valid_1's f1_score: 0.737648
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.31881 training's f1_score: 0.786992 valid_1's binary_logloss: 0.351651 valid_1's f1_score: 0.740689 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.309225 training's f1_score: 0.791626 valid_1's binary_logloss: 0.35511 valid_1's f1_score: 0.729064 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.37095 training's f1_score: 0.730868 valid_1's binary_logloss: 0.422286 valid_1's f1_score: 0.786561
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.339672 training's f1_score: 0.75013 valid_1's binary_logloss: 0.412044 valid_1's f1_score: 0.787014 [30] training's binary_logloss: 0.321079 training's f1_score: 0.758681 valid_1's binary_logloss: 0.420004 valid_1's f1_score: 0.783168 Early stopping, best iteration is: [3] training's binary_logloss: 0.408738 training's f1_score: 0.706541 valid_1's binary_logloss: 0.451441 valid_1's f1_score: 0.795297 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.362606 training's f1_score: 0.768002 valid_1's binary_logloss: 0.372123 valid_1's f1_score: 0.646154 [20] training's binary_logloss: 0.333445 training's f1_score: 0.783051 valid_1's binary_logloss: 0.36877 valid_1's f1_score: 0.648054 [30] training's binary_logloss: 0.310969 training's f1_score: 0.797639 valid_1's binary_logloss: 0.376692 valid_1's f1_score: 0.634648 Early stopping, best iteration is: [3] training's binary_logloss: 0.424831 training's f1_score: 0.753594 valid_1's binary_logloss: 0.404333 valid_1's f1_score: 0.66537
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.349098 training's f1_score: 0.77245 valid_1's binary_logloss: 0.416643 valid_1's f1_score: 0.60678 [20] training's binary_logloss: 0.315681 training's f1_score: 0.79183 valid_1's binary_logloss: 0.414609 valid_1's f1_score: 0.603902 [30] training's binary_logloss: 0.295335 training's f1_score: 0.808698 valid_1's binary_logloss: 0.421454 valid_1's f1_score: 0.612628 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.285001 training's f1_score: 0.816056 valid_1's binary_logloss: 0.418831 valid_1's f1_score: 0.619983 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.353525 training's f1_score: 0.741473 valid_1's binary_logloss: 0.412986 valid_1's f1_score: 0.770146
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.322397 training's f1_score: 0.764331 valid_1's binary_logloss: 0.41522 valid_1's f1_score: 0.765888 [30] training's binary_logloss: 0.296888 training's f1_score: 0.784661 valid_1's binary_logloss: 0.420661 valid_1's f1_score: 0.769481 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.287526 training's f1_score: 0.791854 valid_1's binary_logloss: 0.422076 valid_1's f1_score: 0.768069 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.36432 training's f1_score: 0.756184 valid_1's binary_logloss: 0.356867 valid_1's f1_score: 0.739251 [20] training's binary_logloss: 0.336006 training's f1_score: 0.77042 valid_1's binary_logloss: 0.348377 valid_1's f1_score: 0.75 [30] training's binary_logloss: 0.313633 training's f1_score: 0.784428 valid_1's binary_logloss: 0.348038 valid_1's f1_score: 0.741713 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.304063 training's f1_score: 0.78944 valid_1's binary_logloss: 0.350401 valid_1's f1_score: 0.7391
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.360245 training's f1_score: 0.728825 valid_1's binary_logloss: 0.412849 valid_1's f1_score: 0.788235 [20] training's binary_logloss: 0.329816 training's f1_score: 0.749179 valid_1's binary_logloss: 0.416181 valid_1's f1_score: 0.787759 [30] training's binary_logloss: 0.308934 training's f1_score: 0.768528 valid_1's binary_logloss: 0.421517 valid_1's f1_score: 0.785215 Early stopping, best iteration is: [4] training's binary_logloss: 0.387689 training's f1_score: 0.723855 valid_1's binary_logloss: 0.428003 valid_1's f1_score: 0.796087 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358342 training's f1_score: 0.768733 valid_1's binary_logloss: 0.365365 valid_1's f1_score: 0.6465
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.32653 training's f1_score: 0.786122 valid_1's binary_logloss: 0.357978 valid_1's f1_score: 0.643718 [30] training's binary_logloss: 0.301753 training's f1_score: 0.805365 valid_1's binary_logloss: 0.352732 valid_1's f1_score: 0.648601 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.289589 training's f1_score: 0.81207 valid_1's binary_logloss: 0.35708 valid_1's f1_score: 0.636763 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.346502 training's f1_score: 0.772621 valid_1's binary_logloss: 0.417698 valid_1's f1_score: 0.613977 [20] training's binary_logloss: 0.310488 training's f1_score: 0.795497 valid_1's binary_logloss: 0.41511 valid_1's f1_score: 0.618849 [30] training's binary_logloss: 0.290062 training's f1_score: 0.816839 valid_1's binary_logloss: 0.41915 valid_1's f1_score: 0.618574 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.278442 training's f1_score: 0.823585 valid_1's binary_logloss: 0.413078 valid_1's f1_score: 0.616162
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.348889 training's f1_score: 0.742077 valid_1's binary_logloss: 0.417602 valid_1's f1_score: 0.765236 [20] training's binary_logloss: 0.318417 training's f1_score: 0.766712 valid_1's binary_logloss: 0.411391 valid_1's f1_score: 0.768573 [30] training's binary_logloss: 0.288952 training's f1_score: 0.793727 valid_1's binary_logloss: 0.414019 valid_1's f1_score: 0.762786 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.279267 training's f1_score: 0.79938 valid_1's binary_logloss: 0.416532 valid_1's f1_score: 0.765312 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.36002 training's f1_score: 0.756398 valid_1's binary_logloss: 0.357101 valid_1's f1_score: 0.730929 [20] training's binary_logloss: 0.323121 training's f1_score: 0.78074 valid_1's binary_logloss: 0.349567 valid_1's f1_score: 0.734212
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.300063 training's f1_score: 0.79811 valid_1's binary_logloss: 0.345474 valid_1's f1_score: 0.733753 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.289523 training's f1_score: 0.807074 valid_1's binary_logloss: 0.346015 valid_1's f1_score: 0.73509 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.357407 training's f1_score: 0.728023 valid_1's binary_logloss: 0.413776 valid_1's f1_score: 0.786207
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.323552 training's f1_score: 0.751513 valid_1's binary_logloss: 0.411864 valid_1's f1_score: 0.783465 [30] training's binary_logloss: 0.301572 training's f1_score: 0.769445 valid_1's binary_logloss: 0.414557 valid_1's f1_score: 0.780198 Early stopping, best iteration is: [3] training's binary_logloss: 0.401706 training's f1_score: 0.712702 valid_1's binary_logloss: 0.445801 valid_1's f1_score: 0.790296 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.342818 training's f1_score: 0.780623 valid_1's binary_logloss: 0.346997 valid_1's f1_score: 0.663194 [20] training's binary_logloss: 0.313367 training's f1_score: 0.799383 valid_1's binary_logloss: 0.34396 valid_1's f1_score: 0.657986 [30] training's binary_logloss: 0.292635 training's f1_score: 0.812915 valid_1's binary_logloss: 0.347932 valid_1's f1_score: 0.667246 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.278962 training's f1_score: 0.819647 valid_1's binary_logloss: 0.347256 valid_1's f1_score: 0.662057
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327404 training's f1_score: 0.786793 valid_1's binary_logloss: 0.406736 valid_1's f1_score: 0.625314 [20] training's binary_logloss: 0.296328 training's f1_score: 0.802605 valid_1's binary_logloss: 0.399889 valid_1's f1_score: 0.635434 [30] training's binary_logloss: 0.277536 training's f1_score: 0.816479 valid_1's binary_logloss: 0.403096 valid_1's f1_score: 0.633646 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26386 training's f1_score: 0.827025 valid_1's binary_logloss: 0.402588 valid_1's f1_score: 0.637457 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336189 training's f1_score: 0.757815 valid_1's binary_logloss: 0.402696 valid_1's f1_score: 0.774813 [20] training's binary_logloss: 0.306432 training's f1_score: 0.775678 valid_1's binary_logloss: 0.402873 valid_1's f1_score: 0.771214
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.279422 training's f1_score: 0.793211 valid_1's binary_logloss: 0.403037 valid_1's f1_score: 0.775177 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268893 training's f1_score: 0.80533 valid_1's binary_logloss: 0.40873 valid_1's f1_score: 0.770241 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342528 training's f1_score: 0.768588 valid_1's binary_logloss: 0.339991 valid_1's f1_score: 0.747729
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.312811 training's f1_score: 0.783836 valid_1's binary_logloss: 0.341227 valid_1's f1_score: 0.751381 [30] training's binary_logloss: 0.289442 training's f1_score: 0.8 valid_1's binary_logloss: 0.343382 valid_1's f1_score: 0.754167 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.277913 training's f1_score: 0.809384 valid_1's binary_logloss: 0.345169 valid_1's f1_score: 0.745342 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.339643 training's f1_score: 0.744674 valid_1's binary_logloss: 0.385732 valid_1's f1_score: 0.795157 [20] training's binary_logloss: 0.310885 training's f1_score: 0.765663 valid_1's binary_logloss: 0.390241 valid_1's f1_score: 0.787379 [30] training's binary_logloss: 0.286889 training's f1_score: 0.782228 valid_1's binary_logloss: 0.393912 valid_1's f1_score: 0.784487 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.269255 training's f1_score: 0.795969 valid_1's binary_logloss: 0.394658 valid_1's f1_score: 0.783984
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.348271 training's f1_score: 0.777049 valid_1's binary_logloss: 0.350075 valid_1's f1_score: 0.660361 [20] training's binary_logloss: 0.313777 training's f1_score: 0.797538 valid_1's binary_logloss: 0.341918 valid_1's f1_score: 0.658053 [30] training's binary_logloss: 0.291097 training's f1_score: 0.811171 valid_1's binary_logloss: 0.342331 valid_1's f1_score: 0.664931 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.278393 training's f1_score: 0.817575 valid_1's binary_logloss: 0.339524 valid_1's f1_score: 0.66843 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328754 training's f1_score: 0.785326 valid_1's binary_logloss: 0.411484 valid_1's f1_score: 0.612211
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294216 training's f1_score: 0.810071 valid_1's binary_logloss: 0.413875 valid_1's f1_score: 0.61794 [30] training's binary_logloss: 0.272389 training's f1_score: 0.822313 valid_1's binary_logloss: 0.412986 valid_1's f1_score: 0.621735 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255762 training's f1_score: 0.836667 valid_1's binary_logloss: 0.417065 valid_1's f1_score: 0.62192 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335926 training's f1_score: 0.756812 valid_1's binary_logloss: 0.40514 valid_1's f1_score: 0.774775 [20] training's binary_logloss: 0.302232 training's f1_score: 0.777874 valid_1's binary_logloss: 0.400729 valid_1's f1_score: 0.778846 [30] training's binary_logloss: 0.276925 training's f1_score: 0.796943 valid_1's binary_logloss: 0.39937 valid_1's f1_score: 0.776266 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26249 training's f1_score: 0.809732 valid_1's binary_logloss: 0.400402 valid_1's f1_score: 0.780435
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339546 training's f1_score: 0.768109 valid_1's binary_logloss: 0.346626 valid_1's f1_score: 0.735584 [20] training's binary_logloss: 0.310434 training's f1_score: 0.785749 valid_1's binary_logloss: 0.339929 valid_1's f1_score: 0.745125 [30] training's binary_logloss: 0.285985 training's f1_score: 0.807953 valid_1's binary_logloss: 0.336603 valid_1's f1_score: 0.745999 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.272168 training's f1_score: 0.81939 valid_1's binary_logloss: 0.338844 valid_1's f1_score: 0.74581 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.348606 training's f1_score: 0.732703 valid_1's binary_logloss: 0.392292 valid_1's f1_score: 0.791145
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.311065 training's f1_score: 0.75923 valid_1's binary_logloss: 0.389646 valid_1's f1_score: 0.792784 [30] training's binary_logloss: 0.289226 training's f1_score: 0.779412 valid_1's binary_logloss: 0.390094 valid_1's f1_score: 0.789242 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.273133 training's f1_score: 0.792093 valid_1's binary_logloss: 0.395562 valid_1's f1_score: 0.783637 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.344093 training's f1_score: 0.777166 valid_1's binary_logloss: 0.345367 valid_1's f1_score: 0.656168 [20] training's binary_logloss: 0.311186 training's f1_score: 0.798831 valid_1's binary_logloss: 0.338934 valid_1's f1_score: 0.671902 [30] training's binary_logloss: 0.287838 training's f1_score: 0.812335 valid_1's binary_logloss: 0.338536 valid_1's f1_score: 0.661959 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.275048 training's f1_score: 0.820648 valid_1's binary_logloss: 0.336036 valid_1's f1_score: 0.657219
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328857 training's f1_score: 0.786531 valid_1's binary_logloss: 0.411482 valid_1's f1_score: 0.610336 [20] training's binary_logloss: 0.293286 training's f1_score: 0.807083 valid_1's binary_logloss: 0.40696 valid_1's f1_score: 0.622814 [30] training's binary_logloss: 0.268039 training's f1_score: 0.821066 valid_1's binary_logloss: 0.407141 valid_1's f1_score: 0.625632 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255504 training's f1_score: 0.831892 valid_1's binary_logloss: 0.406838 valid_1's f1_score: 0.637437 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335565 training's f1_score: 0.75388 valid_1's binary_logloss: 0.402287 valid_1's f1_score: 0.770613
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300783 training's f1_score: 0.780749 valid_1's binary_logloss: 0.400565 valid_1's f1_score: 0.770386 [30] training's binary_logloss: 0.275776 training's f1_score: 0.797349 valid_1's binary_logloss: 0.401785 valid_1's f1_score: 0.773667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26214 training's f1_score: 0.809059 valid_1's binary_logloss: 0.405094 valid_1's f1_score: 0.776561 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33783 training's f1_score: 0.769727 valid_1's binary_logloss: 0.341364 valid_1's f1_score: 0.746143 [20] training's binary_logloss: 0.308537 training's f1_score: 0.787303 valid_1's binary_logloss: 0.332352 valid_1's f1_score: 0.755371 [30] training's binary_logloss: 0.282531 training's f1_score: 0.810749 valid_1's binary_logloss: 0.332373 valid_1's f1_score: 0.754558 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270155 training's f1_score: 0.819023 valid_1's binary_logloss: 0.33148 valid_1's f1_score: 0.751933
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.343156 training's f1_score: 0.742985 valid_1's binary_logloss: 0.392367 valid_1's f1_score: 0.788856 [20] training's binary_logloss: 0.30302 training's f1_score: 0.768827 valid_1's binary_logloss: 0.39423 valid_1's f1_score: 0.785222 [30] training's binary_logloss: 0.281426 training's f1_score: 0.784561 valid_1's binary_logloss: 0.406303 valid_1's f1_score: 0.776843 Early stopping, best iteration is: [4] training's binary_logloss: 0.378603 training's f1_score: 0.731218 valid_1's binary_logloss: 0.421154 valid_1's f1_score: 0.795501 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.34226 training's f1_score: 0.778934 valid_1's binary_logloss: 0.347351 valid_1's f1_score: 0.665508
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.308405 training's f1_score: 0.794122 valid_1's binary_logloss: 0.343294 valid_1's f1_score: 0.663771 [30] training's binary_logloss: 0.283938 training's f1_score: 0.812947 valid_1's binary_logloss: 0.339034 valid_1's f1_score: 0.662609 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271696 training's f1_score: 0.819596 valid_1's binary_logloss: 0.336571 valid_1's f1_score: 0.660777 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326216 training's f1_score: 0.789572 valid_1's binary_logloss: 0.408441 valid_1's f1_score: 0.625 [20] training's binary_logloss: 0.293187 training's f1_score: 0.808134 valid_1's binary_logloss: 0.407455 valid_1's f1_score: 0.621667 [30] training's binary_logloss: 0.270464 training's f1_score: 0.821512 valid_1's binary_logloss: 0.408735 valid_1's f1_score: 0.626364 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257788 training's f1_score: 0.832316 valid_1's binary_logloss: 0.414779 valid_1's f1_score: 0.626546
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332746 training's f1_score: 0.758128 valid_1's binary_logloss: 0.403409 valid_1's f1_score: 0.774468 [20] training's binary_logloss: 0.29984 training's f1_score: 0.782188 valid_1's binary_logloss: 0.393849 valid_1's f1_score: 0.780065 [30] training's binary_logloss: 0.274643 training's f1_score: 0.801252 valid_1's binary_logloss: 0.396895 valid_1's f1_score: 0.780673 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262387 training's f1_score: 0.808711 valid_1's binary_logloss: 0.399638 valid_1's f1_score: 0.770071 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337519 training's f1_score: 0.768265 valid_1's binary_logloss: 0.341912 valid_1's f1_score: 0.743017
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.307291 training's f1_score: 0.78944 valid_1's binary_logloss: 0.339752 valid_1's f1_score: 0.750175 [30] training's binary_logloss: 0.282085 training's f1_score: 0.808297 valid_1's binary_logloss: 0.342326 valid_1's f1_score: 0.748059 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266031 training's f1_score: 0.818359 valid_1's binary_logloss: 0.339473 valid_1's f1_score: 0.748414 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.340306 training's f1_score: 0.742296 valid_1's binary_logloss: 0.395079 valid_1's f1_score: 0.784698 [20] training's binary_logloss: 0.305129 training's f1_score: 0.769794 valid_1's binary_logloss: 0.400505 valid_1's f1_score: 0.786869 [30] training's binary_logloss: 0.280786 training's f1_score: 0.788573 valid_1's binary_logloss: 0.404231 valid_1's f1_score: 0.783984 Early stopping, best iteration is: [4] training's binary_logloss: 0.377485 training's f1_score: 0.730902 valid_1's binary_logloss: 0.422282 valid_1's f1_score: 0.794521
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341465 training's f1_score: 0.779233 valid_1's binary_logloss: 0.347457 valid_1's f1_score: 0.666667 [20] training's binary_logloss: 0.308497 training's f1_score: 0.798406 valid_1's binary_logloss: 0.344443 valid_1's f1_score: 0.675838 [30] training's binary_logloss: 0.285382 training's f1_score: 0.814872 valid_1's binary_logloss: 0.338053 valid_1's f1_score: 0.669543 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2702 training's f1_score: 0.821551 valid_1's binary_logloss: 0.337806 valid_1's f1_score: 0.676007 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324158 training's f1_score: 0.79015 valid_1's binary_logloss: 0.403226 valid_1's f1_score: 0.623333
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.290833 training's f1_score: 0.813733 valid_1's binary_logloss: 0.40232 valid_1's f1_score: 0.631402 [30] training's binary_logloss: 0.266541 training's f1_score: 0.825043 valid_1's binary_logloss: 0.40438 valid_1's f1_score: 0.620102 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253078 training's f1_score: 0.833884 valid_1's binary_logloss: 0.405862 valid_1's f1_score: 0.626072 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331272 training's f1_score: 0.753781 valid_1's binary_logloss: 0.404874 valid_1's f1_score: 0.766385 [20] training's binary_logloss: 0.299741 training's f1_score: 0.775712 valid_1's binary_logloss: 0.407838 valid_1's f1_score: 0.77152 [30] training's binary_logloss: 0.271734 training's f1_score: 0.799309 valid_1's binary_logloss: 0.409853 valid_1's f1_score: 0.772063 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258104 training's f1_score: 0.810455 valid_1's binary_logloss: 0.413352 valid_1's f1_score: 0.771645
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33285 training's f1_score: 0.771727 valid_1's binary_logloss: 0.34021 valid_1's f1_score: 0.743662 [20] training's binary_logloss: 0.306743 training's f1_score: 0.78861 valid_1's binary_logloss: 0.341407 valid_1's f1_score: 0.740997 [30] training's binary_logloss: 0.281731 training's f1_score: 0.808277 valid_1's binary_logloss: 0.342534 valid_1's f1_score: 0.740431 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268745 training's f1_score: 0.817052 valid_1's binary_logloss: 0.342768 valid_1's f1_score: 0.74254 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334495 training's f1_score: 0.75242 valid_1's binary_logloss: 0.389722 valid_1's f1_score: 0.788264
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.305372 training's f1_score: 0.764686 valid_1's binary_logloss: 0.391788 valid_1's f1_score: 0.786869 [30] training's binary_logloss: 0.279591 training's f1_score: 0.790002 valid_1's binary_logloss: 0.396599 valid_1's f1_score: 0.783637 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262477 training's f1_score: 0.801922 valid_1's binary_logloss: 0.400922 valid_1's f1_score: 0.783556 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.338775 training's f1_score: 0.779843 valid_1's binary_logloss: 0.346012 valid_1's f1_score: 0.662661 [20] training's binary_logloss: 0.309458 training's f1_score: 0.798027 valid_1's binary_logloss: 0.351768 valid_1's f1_score: 0.663265 [30] training's binary_logloss: 0.282591 training's f1_score: 0.815839 valid_1's binary_logloss: 0.346299 valid_1's f1_score: 0.66899 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268433 training's f1_score: 0.826845 valid_1's binary_logloss: 0.342479 valid_1's f1_score: 0.664323
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.320551 training's f1_score: 0.794533 valid_1's binary_logloss: 0.400184 valid_1's f1_score: 0.632997 [20] training's binary_logloss: 0.28963 training's f1_score: 0.812597 valid_1's binary_logloss: 0.40248 valid_1's f1_score: 0.630068 [30] training's binary_logloss: 0.268027 training's f1_score: 0.824894 valid_1's binary_logloss: 0.409219 valid_1's f1_score: 0.624268 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25372 training's f1_score: 0.837217 valid_1's binary_logloss: 0.408518 valid_1's f1_score: 0.62775 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32937 training's f1_score: 0.757642 valid_1's binary_logloss: 0.401042 valid_1's f1_score: 0.775293
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293563 training's f1_score: 0.78389 valid_1's binary_logloss: 0.403211 valid_1's f1_score: 0.774824 [30] training's binary_logloss: 0.270369 training's f1_score: 0.803245 valid_1's binary_logloss: 0.402474 valid_1's f1_score: 0.778261 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258509 training's f1_score: 0.815675 valid_1's binary_logloss: 0.407114 valid_1's f1_score: 0.774017 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.334707 training's f1_score: 0.775169 valid_1's binary_logloss: 0.343663 valid_1's f1_score: 0.742657 [20] training's binary_logloss: 0.307975 training's f1_score: 0.790056 valid_1's binary_logloss: 0.339988 valid_1's f1_score: 0.751734 [30] training's binary_logloss: 0.27933 training's f1_score: 0.810057 valid_1's binary_logloss: 0.339255 valid_1's f1_score: 0.746704 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26747 training's f1_score: 0.818537 valid_1's binary_logloss: 0.340029 valid_1's f1_score: 0.746518
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334958 training's f1_score: 0.74896 valid_1's binary_logloss: 0.388862 valid_1's f1_score: 0.791667 [20] training's binary_logloss: 0.301767 training's f1_score: 0.768161 valid_1's binary_logloss: 0.389598 valid_1's f1_score: 0.782863 [30] training's binary_logloss: 0.275578 training's f1_score: 0.787174 valid_1's binary_logloss: 0.399187 valid_1's f1_score: 0.77609 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263039 training's f1_score: 0.801563 valid_1's binary_logloss: 0.397961 valid_1's f1_score: 0.780943 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338075 training's f1_score: 0.781609 valid_1's binary_logloss: 0.346482 valid_1's f1_score: 0.667802
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301988 training's f1_score: 0.800803 valid_1's binary_logloss: 0.340337 valid_1's f1_score: 0.677029 [30] training's binary_logloss: 0.277271 training's f1_score: 0.818182 valid_1's binary_logloss: 0.341333 valid_1's f1_score: 0.676056 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26468 training's f1_score: 0.830894 valid_1's binary_logloss: 0.340925 valid_1's f1_score: 0.656057 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.320571 training's f1_score: 0.794622 valid_1's binary_logloss: 0.40548 valid_1's f1_score: 0.604651 [20] training's binary_logloss: 0.28675 training's f1_score: 0.812743 valid_1's binary_logloss: 0.402674 valid_1's f1_score: 0.629347 [30] training's binary_logloss: 0.26374 training's f1_score: 0.826709 valid_1's binary_logloss: 0.403735 valid_1's f1_score: 0.629758 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25133 training's f1_score: 0.838852 valid_1's binary_logloss: 0.41012 valid_1's f1_score: 0.623917
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328847 training's f1_score: 0.763494 valid_1's binary_logloss: 0.398856 valid_1's f1_score: 0.775227 [20] training's binary_logloss: 0.296116 training's f1_score: 0.783509 valid_1's binary_logloss: 0.399984 valid_1's f1_score: 0.777063 [30] training's binary_logloss: 0.27011 training's f1_score: 0.802364 valid_1's binary_logloss: 0.40124 valid_1's f1_score: 0.773842 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256362 training's f1_score: 0.813183 valid_1's binary_logloss: 0.409631 valid_1's f1_score: 0.770572 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333125 training's f1_score: 0.773454 valid_1's binary_logloss: 0.338049 valid_1's f1_score: 0.74548
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304027 training's f1_score: 0.795169 valid_1's binary_logloss: 0.330717 valid_1's f1_score: 0.750863 [30] training's binary_logloss: 0.276766 training's f1_score: 0.812084 valid_1's binary_logloss: 0.334249 valid_1's f1_score: 0.752268 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266468 training's f1_score: 0.823644 valid_1's binary_logloss: 0.33821 valid_1's f1_score: 0.744444 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333661 training's f1_score: 0.74918 valid_1's binary_logloss: 0.389047 valid_1's f1_score: 0.792582 [20] training's binary_logloss: 0.302214 training's f1_score: 0.768963 valid_1's binary_logloss: 0.398487 valid_1's f1_score: 0.786065 [30] training's binary_logloss: 0.275512 training's f1_score: 0.787092 valid_1's binary_logloss: 0.398553 valid_1's f1_score: 0.784372 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260353 training's f1_score: 0.803057 valid_1's binary_logloss: 0.402536 valid_1's f1_score: 0.777667
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337567 training's f1_score: 0.780637 valid_1's binary_logloss: 0.341845 valid_1's f1_score: 0.674699 [20] training's binary_logloss: 0.302162 training's f1_score: 0.802096 valid_1's binary_logloss: 0.339022 valid_1's f1_score: 0.66896 [30] training's binary_logloss: 0.275536 training's f1_score: 0.82102 valid_1's binary_logloss: 0.330895 valid_1's f1_score: 0.664348 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261941 training's f1_score: 0.830669 valid_1's binary_logloss: 0.325801 valid_1's f1_score: 0.6625 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31962 training's f1_score: 0.795735 valid_1's binary_logloss: 0.401738 valid_1's f1_score: 0.621441
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282064 training's f1_score: 0.813993 valid_1's binary_logloss: 0.397218 valid_1's f1_score: 0.626991 [30] training's binary_logloss: 0.25832 training's f1_score: 0.829975 valid_1's binary_logloss: 0.403106 valid_1's f1_score: 0.623729 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244379 training's f1_score: 0.84267 valid_1's binary_logloss: 0.40531 valid_1's f1_score: 0.625536 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328346 training's f1_score: 0.759674 valid_1's binary_logloss: 0.396521 valid_1's f1_score: 0.777251 [20] training's binary_logloss: 0.293924 training's f1_score: 0.783431 valid_1's binary_logloss: 0.401479 valid_1's f1_score: 0.771459 [30] training's binary_logloss: 0.26697 training's f1_score: 0.806048 valid_1's binary_logloss: 0.407263 valid_1's f1_score: 0.766376 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256845 training's f1_score: 0.816206 valid_1's binary_logloss: 0.410707 valid_1's f1_score: 0.762371
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331508 training's f1_score: 0.775248 valid_1's binary_logloss: 0.339819 valid_1's f1_score: 0.74948 [20] training's binary_logloss: 0.302052 training's f1_score: 0.79683 valid_1's binary_logloss: 0.339675 valid_1's f1_score: 0.75 [30] training's binary_logloss: 0.277286 training's f1_score: 0.813027 valid_1's binary_logloss: 0.341518 valid_1's f1_score: 0.746352 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265438 training's f1_score: 0.82632 valid_1's binary_logloss: 0.341028 valid_1's f1_score: 0.743177 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332158 training's f1_score: 0.747984 valid_1's binary_logloss: 0.388607 valid_1's f1_score: 0.791038
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301533 training's f1_score: 0.772908 valid_1's binary_logloss: 0.400997 valid_1's f1_score: 0.783969 [30] training's binary_logloss: 0.272467 training's f1_score: 0.795447 valid_1's binary_logloss: 0.407697 valid_1's f1_score: 0.78001 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259682 training's f1_score: 0.799929 valid_1's binary_logloss: 0.412397 valid_1's f1_score: 0.77489 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.337565 training's f1_score: 0.783354 valid_1's binary_logloss: 0.342616 valid_1's f1_score: 0.672961 [20] training's binary_logloss: 0.302418 training's f1_score: 0.802769 valid_1's binary_logloss: 0.345526 valid_1's f1_score: 0.665517 [30] training's binary_logloss: 0.277255 training's f1_score: 0.816705 valid_1's binary_logloss: 0.338837 valid_1's f1_score: 0.664317 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264102 training's f1_score: 0.824387 valid_1's binary_logloss: 0.341089 valid_1's f1_score: 0.66016
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.317184 training's f1_score: 0.796771 valid_1's binary_logloss: 0.396496 valid_1's f1_score: 0.621441 [20] training's binary_logloss: 0.286694 training's f1_score: 0.813306 valid_1's binary_logloss: 0.406444 valid_1's f1_score: 0.625207 [30] training's binary_logloss: 0.258936 training's f1_score: 0.829499 valid_1's binary_logloss: 0.40825 valid_1's f1_score: 0.614601 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246727 training's f1_score: 0.839748 valid_1's binary_logloss: 0.412949 valid_1's f1_score: 0.618366 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327265 training's f1_score: 0.760736 valid_1's binary_logloss: 0.397854 valid_1's f1_score: 0.773853
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298248 training's f1_score: 0.77795 valid_1's binary_logloss: 0.407813 valid_1's f1_score: 0.768 [30] training's binary_logloss: 0.273829 training's f1_score: 0.799861 valid_1's binary_logloss: 0.412644 valid_1's f1_score: 0.763948 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259639 training's f1_score: 0.814067 valid_1's binary_logloss: 0.416452 valid_1's f1_score: 0.765633 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331559 training's f1_score: 0.776633 valid_1's binary_logloss: 0.339525 valid_1's f1_score: 0.75747 [20] training's binary_logloss: 0.300604 training's f1_score: 0.795539 valid_1's binary_logloss: 0.337304 valid_1's f1_score: 0.753138 [30] training's binary_logloss: 0.275889 training's f1_score: 0.813565 valid_1's binary_logloss: 0.338232 valid_1's f1_score: 0.742297 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2643 training's f1_score: 0.822291 valid_1's binary_logloss: 0.341836 valid_1's f1_score: 0.744089
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332307 training's f1_score: 0.749314 valid_1's binary_logloss: 0.386595 valid_1's f1_score: 0.794626 [20] training's binary_logloss: 0.301249 training's f1_score: 0.769231 valid_1's binary_logloss: 0.391153 valid_1's f1_score: 0.791103 [30] training's binary_logloss: 0.275987 training's f1_score: 0.788357 valid_1's binary_logloss: 0.39655 valid_1's f1_score: 0.789883 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261723 training's f1_score: 0.798657 valid_1's binary_logloss: 0.399722 valid_1's f1_score: 0.788802 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333969 training's f1_score: 0.781879 valid_1's binary_logloss: 0.345528 valid_1's f1_score: 0.658098
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300111 training's f1_score: 0.803377 valid_1's binary_logloss: 0.340398 valid_1's f1_score: 0.672474 [30] training's binary_logloss: 0.274381 training's f1_score: 0.820386 valid_1's binary_logloss: 0.340169 valid_1's f1_score: 0.664317 Early stopping, best iteration is: [5] training's binary_logloss: 0.371716 training's f1_score: 0.772521 valid_1's binary_logloss: 0.362746 valid_1's f1_score: 0.674868 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.316455 training's f1_score: 0.796334 valid_1's binary_logloss: 0.39978 valid_1's f1_score: 0.621622 [20] training's binary_logloss: 0.283494 training's f1_score: 0.814008 valid_1's binary_logloss: 0.403447 valid_1's f1_score: 0.619048 [30] training's binary_logloss: 0.255811 training's f1_score: 0.829499 valid_1's binary_logloss: 0.405265 valid_1's f1_score: 0.61868 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242917 training's f1_score: 0.841707 valid_1's binary_logloss: 0.404046 valid_1's f1_score: 0.620102
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327373 training's f1_score: 0.765914 valid_1's binary_logloss: 0.393757 valid_1's f1_score: 0.781499 [20] training's binary_logloss: 0.297687 training's f1_score: 0.785396 valid_1's binary_logloss: 0.39374 valid_1's f1_score: 0.777302 [30] training's binary_logloss: 0.270023 training's f1_score: 0.801519 valid_1's binary_logloss: 0.396891 valid_1's f1_score: 0.777657 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25746 training's f1_score: 0.813424 valid_1's binary_logloss: 0.400925 valid_1's f1_score: 0.776752 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332325 training's f1_score: 0.777172 valid_1's binary_logloss: 0.339131 valid_1's f1_score: 0.750518
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.302154 training's f1_score: 0.794855 valid_1's binary_logloss: 0.339769 valid_1's f1_score: 0.750518 [30] training's binary_logloss: 0.275428 training's f1_score: 0.812571 valid_1's binary_logloss: 0.343582 valid_1's f1_score: 0.753121 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259712 training's f1_score: 0.82073 valid_1's binary_logloss: 0.346658 valid_1's f1_score: 0.743412 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331286 training's f1_score: 0.752455 valid_1's binary_logloss: 0.388115 valid_1's f1_score: 0.790518 [20] training's binary_logloss: 0.299082 training's f1_score: 0.76979 valid_1's binary_logloss: 0.39404 valid_1's f1_score: 0.787996 [30] training's binary_logloss: 0.268427 training's f1_score: 0.795839 valid_1's binary_logloss: 0.403575 valid_1's f1_score: 0.781112 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255246 training's f1_score: 0.80652 valid_1's binary_logloss: 0.406142 valid_1's f1_score: 0.781746
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334155 training's f1_score: 0.785027 valid_1's binary_logloss: 0.342609 valid_1's f1_score: 0.670085 [20] training's binary_logloss: 0.300683 training's f1_score: 0.804942 valid_1's binary_logloss: 0.343112 valid_1's f1_score: 0.659189 [30] training's binary_logloss: 0.275791 training's f1_score: 0.821274 valid_1's binary_logloss: 0.341438 valid_1's f1_score: 0.655052 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262176 training's f1_score: 0.834785 valid_1's binary_logloss: 0.341314 valid_1's f1_score: 0.649782 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31589 training's f1_score: 0.798075 valid_1's binary_logloss: 0.394025 valid_1's f1_score: 0.624258
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.28464 training's f1_score: 0.813207 valid_1's binary_logloss: 0.403749 valid_1's f1_score: 0.629975 [30] training's binary_logloss: 0.264418 training's f1_score: 0.825055 valid_1's binary_logloss: 0.405539 valid_1's f1_score: 0.630252 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249592 training's f1_score: 0.834715 valid_1's binary_logloss: 0.40236 valid_1's f1_score: 0.625424 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325964 training's f1_score: 0.762329 valid_1's binary_logloss: 0.395847 valid_1's f1_score: 0.781731 [20] training's binary_logloss: 0.294252 training's f1_score: 0.785027 valid_1's binary_logloss: 0.400013 valid_1's f1_score: 0.777598 [30] training's binary_logloss: 0.266973 training's f1_score: 0.805118 valid_1's binary_logloss: 0.402887 valid_1's f1_score: 0.769314 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251386 training's f1_score: 0.820066 valid_1's binary_logloss: 0.408901 valid_1's f1_score: 0.76516
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332869 training's f1_score: 0.77632 valid_1's binary_logloss: 0.341534 valid_1's f1_score: 0.744856 [20] training's binary_logloss: 0.305271 training's f1_score: 0.787734 valid_1's binary_logloss: 0.33964 valid_1's f1_score: 0.738776 [30] training's binary_logloss: 0.280435 training's f1_score: 0.808312 valid_1's binary_logloss: 0.348395 valid_1's f1_score: 0.738273 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.269187 training's f1_score: 0.814062 valid_1's binary_logloss: 0.349052 valid_1's f1_score: 0.740286 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331362 training's f1_score: 0.754041 valid_1's binary_logloss: 0.386888 valid_1's f1_score: 0.791283
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301762 training's f1_score: 0.768752 valid_1's binary_logloss: 0.393842 valid_1's f1_score: 0.788321 [30] training's binary_logloss: 0.272712 training's f1_score: 0.793429 valid_1's binary_logloss: 0.39714 valid_1's f1_score: 0.784352 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256268 training's f1_score: 0.808511 valid_1's binary_logloss: 0.400745 valid_1's f1_score: 0.790123 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333258 training's f1_score: 0.790248 valid_1's binary_logloss: 0.343726 valid_1's f1_score: 0.672614 [20] training's binary_logloss: 0.300878 training's f1_score: 0.803753 valid_1's binary_logloss: 0.340898 valid_1's f1_score: 0.667829 [30] training's binary_logloss: 0.275207 training's f1_score: 0.818771 valid_1's binary_logloss: 0.338282 valid_1's f1_score: 0.674847 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259957 training's f1_score: 0.832115 valid_1's binary_logloss: 0.336617 valid_1's f1_score: 0.682667 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.316723 training's f1_score: 0.797331 valid_1's binary_logloss: 0.394095 valid_1's f1_score: 0.634518 [20] training's binary_logloss: 0.285628 training's f1_score: 0.813928 valid_1's binary_logloss: 0.396302 valid_1's f1_score: 0.625528
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.260095 training's f1_score: 0.831443 valid_1's binary_logloss: 0.40279 valid_1's f1_score: 0.619983 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247182 training's f1_score: 0.842487 valid_1's binary_logloss: 0.405628 valid_1's f1_score: 0.615776 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324256 training's f1_score: 0.764756 valid_1's binary_logloss: 0.390166 valid_1's f1_score: 0.787291
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.291856 training's f1_score: 0.781207 valid_1's binary_logloss: 0.390827 valid_1's f1_score: 0.780963 [30] training's binary_logloss: 0.266767 training's f1_score: 0.800967 valid_1's binary_logloss: 0.394515 valid_1's f1_score: 0.779791 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255676 training's f1_score: 0.812457 valid_1's binary_logloss: 0.401177 valid_1's f1_score: 0.768554 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330007 training's f1_score: 0.77624 valid_1's binary_logloss: 0.335599 valid_1's f1_score: 0.74896 [20] training's binary_logloss: 0.299925 training's f1_score: 0.794826 valid_1's binary_logloss: 0.331918 valid_1's f1_score: 0.748441 [30] training's binary_logloss: 0.267093 training's f1_score: 0.821399 valid_1's binary_logloss: 0.336702 valid_1's f1_score: 0.747899 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256964 training's f1_score: 0.824931 valid_1's binary_logloss: 0.338222 valid_1's f1_score: 0.748954
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330306 training's f1_score: 0.7518 valid_1's binary_logloss: 0.383912 valid_1's f1_score: 0.796154 [20] training's binary_logloss: 0.303827 training's f1_score: 0.764928 valid_1's binary_logloss: 0.39259 valid_1's f1_score: 0.788462 [30] training's binary_logloss: 0.273543 training's f1_score: 0.788134 valid_1's binary_logloss: 0.401037 valid_1's f1_score: 0.787379 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256456 training's f1_score: 0.807418 valid_1's binary_logloss: 0.404342 valid_1's f1_score: 0.784623 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333444 training's f1_score: 0.783985 valid_1's binary_logloss: 0.338737 valid_1's f1_score: 0.668398
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.302184 training's f1_score: 0.802397 valid_1's binary_logloss: 0.3357 valid_1's f1_score: 0.677586 [30] training's binary_logloss: 0.274065 training's f1_score: 0.824128 valid_1's binary_logloss: 0.338783 valid_1's f1_score: 0.66843 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260148 training's f1_score: 0.831858 valid_1's binary_logloss: 0.336092 valid_1's f1_score: 0.673179 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.316103 training's f1_score: 0.793803 valid_1's binary_logloss: 0.392548 valid_1's f1_score: 0.625528 [20] training's binary_logloss: 0.284958 training's f1_score: 0.813197 valid_1's binary_logloss: 0.39883 valid_1's f1_score: 0.626145 [30] training's binary_logloss: 0.258038 training's f1_score: 0.830082 valid_1's binary_logloss: 0.404503 valid_1's f1_score: 0.624054 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24407 training's f1_score: 0.842338 valid_1's binary_logloss: 0.402749 valid_1's f1_score: 0.620339 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325528 training's f1_score: 0.762775 valid_1's binary_logloss: 0.392291 valid_1's f1_score: 0.784501 [20] training's binary_logloss: 0.294435 training's f1_score: 0.782371 valid_1's binary_logloss: 0.391354 valid_1's f1_score: 0.784079
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.26979 training's f1_score: 0.801586 valid_1's binary_logloss: 0.394584 valid_1's f1_score: 0.77533 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258042 training's f1_score: 0.813982 valid_1's binary_logloss: 0.397902 valid_1's f1_score: 0.767442 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32938 training's f1_score: 0.777349 valid_1's binary_logloss: 0.337762 valid_1's f1_score: 0.74529
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301671 training's f1_score: 0.794736 valid_1's binary_logloss: 0.341898 valid_1's f1_score: 0.747945 [30] training's binary_logloss: 0.275349 training's f1_score: 0.81636 valid_1's binary_logloss: 0.343954 valid_1's f1_score: 0.739461 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264236 training's f1_score: 0.82443 valid_1's binary_logloss: 0.343807 valid_1's f1_score: 0.742897
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330744 training's f1_score: 0.75129 valid_1's binary_logloss: 0.385431 valid_1's f1_score: 0.789246 [20] training's binary_logloss: 0.303485 training's f1_score: 0.769151 valid_1's binary_logloss: 0.392122 valid_1's f1_score: 0.78747 [30] training's binary_logloss: 0.272392 training's f1_score: 0.794737 valid_1's binary_logloss: 0.390823 valid_1's f1_score: 0.789268 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254654 training's f1_score: 0.81107 valid_1's binary_logloss: 0.392437 valid_1's f1_score: 0.788746 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333152 training's f1_score: 0.789498 valid_1's binary_logloss: 0.345849 valid_1's f1_score: 0.668412
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299754 training's f1_score: 0.810068 valid_1's binary_logloss: 0.339322 valid_1's f1_score: 0.677788 [30] training's binary_logloss: 0.279199 training's f1_score: 0.822765 valid_1's binary_logloss: 0.345879 valid_1's f1_score: 0.66899 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26463 training's f1_score: 0.832631 valid_1's binary_logloss: 0.34872 valid_1's f1_score: 0.650794 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.316929 training's f1_score: 0.798755 valid_1's binary_logloss: 0.394687 valid_1's f1_score: 0.620051 [20] training's binary_logloss: 0.283308 training's f1_score: 0.809925 valid_1's binary_logloss: 0.412468 valid_1's f1_score: 0.610141 [30] training's binary_logloss: 0.254857 training's f1_score: 0.828939 valid_1's binary_logloss: 0.41937 valid_1's f1_score: 0.601002 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238523 training's f1_score: 0.843156 valid_1's binary_logloss: 0.417822 valid_1's f1_score: 0.602349 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323001 training's f1_score: 0.759756 valid_1's binary_logloss: 0.392011 valid_1's f1_score: 0.782979
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292397 training's f1_score: 0.782415 valid_1's binary_logloss: 0.394335 valid_1's f1_score: 0.774824 [30] training's binary_logloss: 0.267778 training's f1_score: 0.79938 valid_1's binary_logloss: 0.401056 valid_1's f1_score: 0.775711 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25304 training's f1_score: 0.814995 valid_1's binary_logloss: 0.407145 valid_1's f1_score: 0.765227 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332078 training's f1_score: 0.770513 valid_1's binary_logloss: 0.348238 valid_1's f1_score: 0.743094 [20] training's binary_logloss: 0.299175 training's f1_score: 0.788601 valid_1's binary_logloss: 0.338538 valid_1's f1_score: 0.751911 [30] training's binary_logloss: 0.273032 training's f1_score: 0.811171 valid_1's binary_logloss: 0.340876 valid_1's f1_score: 0.750347 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258223 training's f1_score: 0.824796 valid_1's binary_logloss: 0.345493 valid_1's f1_score: 0.736695 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329953 training's f1_score: 0.7506 valid_1's binary_logloss: 0.384239 valid_1's f1_score: 0.794018
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29719 training's f1_score: 0.768833 valid_1's binary_logloss: 0.388224 valid_1's f1_score: 0.788964 [30] training's binary_logloss: 0.266035 training's f1_score: 0.795567 valid_1's binary_logloss: 0.389955 valid_1's f1_score: 0.78737 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250047 training's f1_score: 0.810082 valid_1's binary_logloss: 0.393774 valid_1's f1_score: 0.788212 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332952 training's f1_score: 0.786701 valid_1's binary_logloss: 0.341868 valid_1's f1_score: 0.663851 [20] training's binary_logloss: 0.301587 training's f1_score: 0.805607 valid_1's binary_logloss: 0.339807 valid_1's f1_score: 0.674637 [30] training's binary_logloss: 0.279713 training's f1_score: 0.822621 valid_1's binary_logloss: 0.340289 valid_1's f1_score: 0.66552 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263704 training's f1_score: 0.83044 valid_1's binary_logloss: 0.342855 valid_1's f1_score: 0.657986 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.317322 training's f1_score: 0.795662 valid_1's binary_logloss: 0.403216 valid_1's f1_score: 0.611339
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.281372 training's f1_score: 0.816739 valid_1's binary_logloss: 0.405461 valid_1's f1_score: 0.63 [30] training's binary_logloss: 0.257208 training's f1_score: 0.828108 valid_1's binary_logloss: 0.398423 valid_1's f1_score: 0.630324 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244334 training's f1_score: 0.840988 valid_1's binary_logloss: 0.397788 valid_1's f1_score: 0.634731 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32313 training's f1_score: 0.759124 valid_1's binary_logloss: 0.390283 valid_1's f1_score: 0.783755 [20] training's binary_logloss: 0.290897 training's f1_score: 0.783245 valid_1's binary_logloss: 0.388621 valid_1's f1_score: 0.785137 [30] training's binary_logloss: 0.268079 training's f1_score: 0.802065 valid_1's binary_logloss: 0.396751 valid_1's f1_score: 0.782749 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250404 training's f1_score: 0.821192 valid_1's binary_logloss: 0.404905 valid_1's f1_score: 0.771853
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329964 training's f1_score: 0.771997 valid_1's binary_logloss: 0.341035 valid_1's f1_score: 0.742698 [20] training's binary_logloss: 0.300625 training's f1_score: 0.79045 valid_1's binary_logloss: 0.339006 valid_1's f1_score: 0.744666 [30] training's binary_logloss: 0.27462 training's f1_score: 0.814609 valid_1's binary_logloss: 0.340041 valid_1's f1_score: 0.749311 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262771 training's f1_score: 0.825817 valid_1's binary_logloss: 0.346574 valid_1's f1_score: 0.746207 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328017 training's f1_score: 0.756934 valid_1's binary_logloss: 0.385578 valid_1's f1_score: 0.791547 [20] training's binary_logloss: 0.296934 training's f1_score: 0.773232 valid_1's binary_logloss: 0.399953 valid_1's f1_score: 0.780723 [30] training's binary_logloss: 0.270678 training's f1_score: 0.79513 valid_1's binary_logloss: 0.410108 valid_1's f1_score: 0.772102 Early stopping, best iteration is: [5] training's binary_logloss: 0.358468 training's f1_score: 0.74225 valid_1's binary_logloss: 0.402935 valid_1's f1_score: 0.795858 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331046 training's f1_score: 0.788585 valid_1's binary_logloss: 0.340214 valid_1's f1_score: 0.670659
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301777 training's f1_score: 0.806741 valid_1's binary_logloss: 0.338164 valid_1's f1_score: 0.667817 [30] training's binary_logloss: 0.275481 training's f1_score: 0.822633 valid_1's binary_logloss: 0.340506 valid_1's f1_score: 0.670175 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260472 training's f1_score: 0.831335 valid_1's binary_logloss: 0.344446 valid_1's f1_score: 0.669596 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.315788 training's f1_score: 0.797205 valid_1's binary_logloss: 0.401286 valid_1's f1_score: 0.621849 [20] training's binary_logloss: 0.282406 training's f1_score: 0.814745 valid_1's binary_logloss: 0.400794 valid_1's f1_score: 0.628857 [30] training's binary_logloss: 0.261465 training's f1_score: 0.828562 valid_1's binary_logloss: 0.400414 valid_1's f1_score: 0.627848 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250739 training's f1_score: 0.834385 valid_1's binary_logloss: 0.402986 valid_1's f1_score: 0.631043 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322047 training's f1_score: 0.762326 valid_1's binary_logloss: 0.390187 valid_1's f1_score: 0.778602 [20] training's binary_logloss: 0.288414 training's f1_score: 0.788356 valid_1's binary_logloss: 0.391084 valid_1's f1_score: 0.783638
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.261269 training's f1_score: 0.807832 valid_1's binary_logloss: 0.398506 valid_1's f1_score: 0.773523 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244234 training's f1_score: 0.822561 valid_1's binary_logloss: 0.401712 valid_1's f1_score: 0.776367 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329635 training's f1_score: 0.775918 valid_1's binary_logloss: 0.348468 valid_1's f1_score: 0.736698
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299597 training's f1_score: 0.797151 valid_1's binary_logloss: 0.342563 valid_1's f1_score: 0.740082 [30] training's binary_logloss: 0.269642 training's f1_score: 0.817222 valid_1's binary_logloss: 0.346388 valid_1's f1_score: 0.734386 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256243 training's f1_score: 0.828997 valid_1's binary_logloss: 0.349372 valid_1's f1_score: 0.737997 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328042 training's f1_score: 0.758824 valid_1's binary_logloss: 0.389003 valid_1's f1_score: 0.793574 [20] training's binary_logloss: 0.300151 training's f1_score: 0.777394 valid_1's binary_logloss: 0.393506 valid_1's f1_score: 0.791809 [30] training's binary_logloss: 0.269888 training's f1_score: 0.796705 valid_1's binary_logloss: 0.397012 valid_1's f1_score: 0.791198 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256164 training's f1_score: 0.807726 valid_1's binary_logloss: 0.39851 valid_1's f1_score: 0.791933 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332157 training's f1_score: 0.78481 valid_1's binary_logloss: 0.338656 valid_1's f1_score: 0.666667
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300469 training's f1_score: 0.805423 valid_1's binary_logloss: 0.339373 valid_1's f1_score: 0.671861 [30] training's binary_logloss: 0.274845 training's f1_score: 0.824002 valid_1's binary_logloss: 0.341927 valid_1's f1_score: 0.662009 Early stopping, best iteration is: [4] training's binary_logloss: 0.383664 training's f1_score: 0.774069 valid_1's binary_logloss: 0.367947 valid_1's f1_score: 0.683568 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.316216 training's f1_score: 0.795106 valid_1's binary_logloss: 0.41717 valid_1's f1_score: 0.607843
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282644 training's f1_score: 0.815806 valid_1's binary_logloss: 0.41353 valid_1's f1_score: 0.62531 [30] training's binary_logloss: 0.258571 training's f1_score: 0.831995 valid_1's binary_logloss: 0.416049 valid_1's f1_score: 0.626043 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245052 training's f1_score: 0.844648 valid_1's binary_logloss: 0.416348 valid_1's f1_score: 0.630782 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.323906 training's f1_score: 0.758458 valid_1's binary_logloss: 0.390286 valid_1's f1_score: 0.7827 [20] training's binary_logloss: 0.292518 training's f1_score: 0.780504 valid_1's binary_logloss: 0.395875 valid_1's f1_score: 0.773848 [30] training's binary_logloss: 0.267906 training's f1_score: 0.798079 valid_1's binary_logloss: 0.398935 valid_1's f1_score: 0.776039 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255377 training's f1_score: 0.813336 valid_1's binary_logloss: 0.40198 valid_1's f1_score: 0.767798 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329783 training's f1_score: 0.777474 valid_1's binary_logloss: 0.350219 valid_1's f1_score: 0.738356
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300325 training's f1_score: 0.792514 valid_1's binary_logloss: 0.339313 valid_1's f1_score: 0.748281 [30] training's binary_logloss: 0.271096 training's f1_score: 0.815948 valid_1's binary_logloss: 0.336828 valid_1's f1_score: 0.761111 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25925 training's f1_score: 0.827158 valid_1's binary_logloss: 0.337168 valid_1's f1_score: 0.753846 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326415 training's f1_score: 0.751756 valid_1's binary_logloss: 0.377617 valid_1's f1_score: 0.799034 [20] training's binary_logloss: 0.296421 training's f1_score: 0.773194 valid_1's binary_logloss: 0.38901 valid_1's f1_score: 0.7909 [30] training's binary_logloss: 0.26614 training's f1_score: 0.798937 valid_1's binary_logloss: 0.390233 valid_1's f1_score: 0.785996 Early stopping, best iteration is: [5] training's binary_logloss: 0.354885 training's f1_score: 0.747133 valid_1's binary_logloss: 0.395615 valid_1's f1_score: 0.803757 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.371311 training's f1_score: 0.770416 valid_1's binary_logloss: 0.378499 valid_1's f1_score: 0.643103 [20] training's binary_logloss: 0.341373 training's f1_score: 0.783521 valid_1's binary_logloss: 0.36484 valid_1's f1_score: 0.656277
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.320958 training's f1_score: 0.794355 valid_1's binary_logloss: 0.359396 valid_1's f1_score: 0.650561 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.308298 training's f1_score: 0.802993 valid_1's binary_logloss: 0.361851 valid_1's f1_score: 0.655202 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.359761 training's f1_score: 0.767162 valid_1's binary_logloss: 0.422528 valid_1's f1_score: 0.598813
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.324041 training's f1_score: 0.785647 valid_1's binary_logloss: 0.420576 valid_1's f1_score: 0.615911 [30] training's binary_logloss: 0.304438 training's f1_score: 0.80164 valid_1's binary_logloss: 0.422652 valid_1's f1_score: 0.632302 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.291941 training's f1_score: 0.809441 valid_1's binary_logloss: 0.42398 valid_1's f1_score: 0.628272 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.362287 training's f1_score: 0.744583 valid_1's binary_logloss: 0.424156 valid_1's f1_score: 0.775227 [20] training's binary_logloss: 0.328431 training's f1_score: 0.76112 valid_1's binary_logloss: 0.421472 valid_1's f1_score: 0.769148 [30] training's binary_logloss: 0.30319 training's f1_score: 0.780929 valid_1's binary_logloss: 0.424208 valid_1's f1_score: 0.767049 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.292199 training's f1_score: 0.793959 valid_1's binary_logloss: 0.428375 valid_1's f1_score: 0.765284 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.371486 training's f1_score: 0.754141 valid_1's binary_logloss: 0.363384 valid_1's f1_score: 0.725614
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.339142 training's f1_score: 0.768385 valid_1's binary_logloss: 0.358713 valid_1's f1_score: 0.72905 [30] training's binary_logloss: 0.317603 training's f1_score: 0.781665 valid_1's binary_logloss: 0.355376 valid_1's f1_score: 0.736623 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.308401 training's f1_score: 0.787476 valid_1's binary_logloss: 0.354765 valid_1's f1_score: 0.733753 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.370478 training's f1_score: 0.734321 valid_1's binary_logloss: 0.41787 valid_1's f1_score: 0.787549 [20] training's binary_logloss: 0.33895 training's f1_score: 0.745552 valid_1's binary_logloss: 0.410015 valid_1's f1_score: 0.789136 [30] training's binary_logloss: 0.31628 training's f1_score: 0.76093 valid_1's binary_logloss: 0.416118 valid_1's f1_score: 0.782394 Early stopping, best iteration is: [4] training's binary_logloss: 0.406981 training's f1_score: 0.714805 valid_1's binary_logloss: 0.450963 valid_1's f1_score: 0.791322
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.362611 training's f1_score: 0.767578 valid_1's binary_logloss: 0.371353 valid_1's f1_score: 0.636207 [20] training's binary_logloss: 0.333961 training's f1_score: 0.782528 valid_1's binary_logloss: 0.365167 valid_1's f1_score: 0.648603 [30] training's binary_logloss: 0.312201 training's f1_score: 0.799567 valid_1's binary_logloss: 0.366636 valid_1's f1_score: 0.641869 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.301811 training's f1_score: 0.803108 valid_1's binary_logloss: 0.367395 valid_1's f1_score: 0.63302 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.350917 training's f1_score: 0.77138 valid_1's binary_logloss: 0.415604 valid_1's f1_score: 0.607023
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.316928 training's f1_score: 0.795692 valid_1's binary_logloss: 0.415485 valid_1's f1_score: 0.612383 [30] training's binary_logloss: 0.29738 training's f1_score: 0.805516 valid_1's binary_logloss: 0.418981 valid_1's f1_score: 0.608991 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.285549 training's f1_score: 0.815914 valid_1's binary_logloss: 0.41271 valid_1's f1_score: 0.609442 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.351611 training's f1_score: 0.744909 valid_1's binary_logloss: 0.419196 valid_1's f1_score: 0.775335 [20] training's binary_logloss: 0.323221 training's f1_score: 0.767365 valid_1's binary_logloss: 0.418449 valid_1's f1_score: 0.776344 [30] training's binary_logloss: 0.295863 training's f1_score: 0.789455 valid_1's binary_logloss: 0.423032 valid_1's f1_score: 0.76554 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.284794 training's f1_score: 0.800629 valid_1's binary_logloss: 0.421174 valid_1's f1_score: 0.768053
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.362383 training's f1_score: 0.754431 valid_1's binary_logloss: 0.354355 valid_1's f1_score: 0.74254 [20] training's binary_logloss: 0.334422 training's f1_score: 0.770941 valid_1's binary_logloss: 0.354164 valid_1's f1_score: 0.738889 [30] training's binary_logloss: 0.313533 training's f1_score: 0.786372 valid_1's binary_logloss: 0.350427 valid_1's f1_score: 0.739612 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.302528 training's f1_score: 0.790223 valid_1's binary_logloss: 0.349105 valid_1's f1_score: 0.737931 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.36093 training's f1_score: 0.728484 valid_1's binary_logloss: 0.411364 valid_1's f1_score: 0.785924
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.331755 training's f1_score: 0.746855 valid_1's binary_logloss: 0.412568 valid_1's f1_score: 0.787759 [30] training's binary_logloss: 0.310831 training's f1_score: 0.764491 valid_1's binary_logloss: 0.41933 valid_1's f1_score: 0.78607 Early stopping, best iteration is: [3] training's binary_logloss: 0.401934 training's f1_score: 0.713475 valid_1's binary_logloss: 0.44474 valid_1's f1_score: 0.789333 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.359459 training's f1_score: 0.768131 valid_1's binary_logloss: 0.36883 valid_1's f1_score: 0.642557 [20] training's binary_logloss: 0.323454 training's f1_score: 0.786654 valid_1's binary_logloss: 0.355462 valid_1's f1_score: 0.651839 [30] training's binary_logloss: 0.30136 training's f1_score: 0.802836 valid_1's binary_logloss: 0.353669 valid_1's f1_score: 0.655766 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.28836 training's f1_score: 0.816384 valid_1's binary_logloss: 0.352421 valid_1's f1_score: 0.644038
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.345115 training's f1_score: 0.77776 valid_1's binary_logloss: 0.421681 valid_1's f1_score: 0.60906 [20] training's binary_logloss: 0.30811 training's f1_score: 0.802872 valid_1's binary_logloss: 0.424947 valid_1's f1_score: 0.603175 [30] training's binary_logloss: 0.282748 training's f1_score: 0.819197 valid_1's binary_logloss: 0.423581 valid_1's f1_score: 0.609572 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.27142 training's f1_score: 0.827478 valid_1's binary_logloss: 0.420031 valid_1's f1_score: 0.607595 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.34549 training's f1_score: 0.750129 valid_1's binary_logloss: 0.416755 valid_1's f1_score: 0.771816
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.314176 training's f1_score: 0.770652 valid_1's binary_logloss: 0.412045 valid_1's f1_score: 0.76699 [30] training's binary_logloss: 0.288998 training's f1_score: 0.789991 valid_1's binary_logloss: 0.416617 valid_1's f1_score: 0.757493 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.279069 training's f1_score: 0.803098 valid_1's binary_logloss: 0.418874 valid_1's f1_score: 0.754205 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.359726 training's f1_score: 0.753982 valid_1's binary_logloss: 0.356465 valid_1's f1_score: 0.73444 [20] training's binary_logloss: 0.325155 training's f1_score: 0.775056 valid_1's binary_logloss: 0.35032 valid_1's f1_score: 0.737135 [30] training's binary_logloss: 0.301179 training's f1_score: 0.792526 valid_1's binary_logloss: 0.346376 valid_1's f1_score: 0.736248 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.288345 training's f1_score: 0.803508 valid_1's binary_logloss: 0.344717 valid_1's f1_score: 0.736325 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.356138 training's f1_score: 0.73069 valid_1's binary_logloss: 0.406917 valid_1's f1_score: 0.786316
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.320179 training's f1_score: 0.753623 valid_1's binary_logloss: 0.405406 valid_1's f1_score: 0.786982 [30] training's binary_logloss: 0.300137 training's f1_score: 0.771105 valid_1's binary_logloss: 0.407533 valid_1's f1_score: 0.785892 Early stopping, best iteration is: [4] training's binary_logloss: 0.385972 training's f1_score: 0.723319 valid_1's binary_logloss: 0.426414 valid_1's f1_score: 0.796689 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.344243 training's f1_score: 0.780205 valid_1's binary_logloss: 0.355008 valid_1's f1_score: 0.665526 [20] training's binary_logloss: 0.312567 training's f1_score: 0.800804 valid_1's binary_logloss: 0.344315 valid_1's f1_score: 0.666667 [30] training's binary_logloss: 0.286 training's f1_score: 0.819056 valid_1's binary_logloss: 0.345505 valid_1's f1_score: 0.660777 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.273218 training's f1_score: 0.826046 valid_1's binary_logloss: 0.347426 valid_1's f1_score: 0.66374 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328643 training's f1_score: 0.787251 valid_1's binary_logloss: 0.414167 valid_1's f1_score: 0.603434
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29082 training's f1_score: 0.809539 valid_1's binary_logloss: 0.413864 valid_1's f1_score: 0.620974 [30] training's binary_logloss: 0.271957 training's f1_score: 0.821155 valid_1's binary_logloss: 0.412836 valid_1's f1_score: 0.623529 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259902 training's f1_score: 0.832967 valid_1's binary_logloss: 0.406191 valid_1's f1_score: 0.622896 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333838 training's f1_score: 0.758255 valid_1's binary_logloss: 0.403405 valid_1's f1_score: 0.776295 [20] training's binary_logloss: 0.306792 training's f1_score: 0.77535 valid_1's binary_logloss: 0.39703 valid_1's f1_score: 0.773848 [30] training's binary_logloss: 0.281781 training's f1_score: 0.79371 valid_1's binary_logloss: 0.397673 valid_1's f1_score: 0.778198 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271459 training's f1_score: 0.803225 valid_1's binary_logloss: 0.401402 valid_1's f1_score: 0.775287
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339454 training's f1_score: 0.772341 valid_1's binary_logloss: 0.339183 valid_1's f1_score: 0.746186 [20] training's binary_logloss: 0.308601 training's f1_score: 0.791593 valid_1's binary_logloss: 0.336592 valid_1's f1_score: 0.742025 [30] training's binary_logloss: 0.286664 training's f1_score: 0.802776 valid_1's binary_logloss: 0.335452 valid_1's f1_score: 0.748261 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.275216 training's f1_score: 0.814839 valid_1's binary_logloss: 0.335558 valid_1's f1_score: 0.746871 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340019 training's f1_score: 0.744378 valid_1's binary_logloss: 0.386764 valid_1's f1_score: 0.793789
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.307662 training's f1_score: 0.765133 valid_1's binary_logloss: 0.395869 valid_1's f1_score: 0.791973 [30] training's binary_logloss: 0.281844 training's f1_score: 0.783258 valid_1's binary_logloss: 0.398791 valid_1's f1_score: 0.784798 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267585 training's f1_score: 0.793406 valid_1's binary_logloss: 0.40038 valid_1's f1_score: 0.787849 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.345501 training's f1_score: 0.776428 valid_1's binary_logloss: 0.35516 valid_1's f1_score: 0.64433 [20] training's binary_logloss: 0.310887 training's f1_score: 0.801662 valid_1's binary_logloss: 0.346428 valid_1's f1_score: 0.656463 [30] training's binary_logloss: 0.288135 training's f1_score: 0.810727 valid_1's binary_logloss: 0.344501 valid_1's f1_score: 0.659208 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.276583 training's f1_score: 0.823109 valid_1's binary_logloss: 0.341442 valid_1's f1_score: 0.663771
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330626 training's f1_score: 0.784951 valid_1's binary_logloss: 0.403807 valid_1's f1_score: 0.608766 [20] training's binary_logloss: 0.294693 training's f1_score: 0.808052 valid_1's binary_logloss: 0.39836 valid_1's f1_score: 0.631927 [30] training's binary_logloss: 0.267827 training's f1_score: 0.825227 valid_1's binary_logloss: 0.398896 valid_1's f1_score: 0.63016 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254834 training's f1_score: 0.832993 valid_1's binary_logloss: 0.398357 valid_1's f1_score: 0.637363 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334642 training's f1_score: 0.759247 valid_1's binary_logloss: 0.401791 valid_1's f1_score: 0.779915
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297944 training's f1_score: 0.784469 valid_1's binary_logloss: 0.396941 valid_1's f1_score: 0.779807 [30] training's binary_logloss: 0.271785 training's f1_score: 0.803571 valid_1's binary_logloss: 0.39766 valid_1's f1_score: 0.775421 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257978 training's f1_score: 0.813755 valid_1's binary_logloss: 0.395783 valid_1's f1_score: 0.775219 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.340712 training's f1_score: 0.77076 valid_1's binary_logloss: 0.346198 valid_1's f1_score: 0.743056 [20] training's binary_logloss: 0.307481 training's f1_score: 0.794208 valid_1's binary_logloss: 0.345007 valid_1's f1_score: 0.74948 [30] training's binary_logloss: 0.279919 training's f1_score: 0.814102 valid_1's binary_logloss: 0.346113 valid_1's f1_score: 0.746667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267758 training's f1_score: 0.819971 valid_1's binary_logloss: 0.347194 valid_1's f1_score: 0.74581
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.343399 training's f1_score: 0.742029 valid_1's binary_logloss: 0.386368 valid_1's f1_score: 0.799228 [20] training's binary_logloss: 0.30529 training's f1_score: 0.768963 valid_1's binary_logloss: 0.393859 valid_1's f1_score: 0.78744 [30] training's binary_logloss: 0.279346 training's f1_score: 0.790184 valid_1's binary_logloss: 0.39645 valid_1's f1_score: 0.789242 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267025 training's f1_score: 0.799226 valid_1's binary_logloss: 0.397398 valid_1's f1_score: 0.78582 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342432 training's f1_score: 0.782542 valid_1's binary_logloss: 0.351655 valid_1's f1_score: 0.654077
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.309113 training's f1_score: 0.801791 valid_1's binary_logloss: 0.349464 valid_1's f1_score: 0.66041 [30] training's binary_logloss: 0.283682 training's f1_score: 0.817407 valid_1's binary_logloss: 0.348246 valid_1's f1_score: 0.659686 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271296 training's f1_score: 0.826816 valid_1's binary_logloss: 0.344002 valid_1's f1_score: 0.658429
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32783 training's f1_score: 0.786764 valid_1's binary_logloss: 0.412597 valid_1's f1_score: 0.611247 [20] training's binary_logloss: 0.293383 training's f1_score: 0.80743 valid_1's binary_logloss: 0.412924 valid_1's f1_score: 0.627964 [30] training's binary_logloss: 0.269288 training's f1_score: 0.8225 valid_1's binary_logloss: 0.408591 valid_1's f1_score: 0.634146 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25531 training's f1_score: 0.834302 valid_1's binary_logloss: 0.406325 valid_1's f1_score: 0.637829 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333701 training's f1_score: 0.759009 valid_1's binary_logloss: 0.399591 valid_1's f1_score: 0.776545
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29699 training's f1_score: 0.778807 valid_1's binary_logloss: 0.394252 valid_1's f1_score: 0.773778 [30] training's binary_logloss: 0.272063 training's f1_score: 0.799101 valid_1's binary_logloss: 0.399767 valid_1's f1_score: 0.772878 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25753 training's f1_score: 0.809499 valid_1's binary_logloss: 0.402678 valid_1's f1_score: 0.766169
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339893 training's f1_score: 0.773548 valid_1's binary_logloss: 0.344213 valid_1's f1_score: 0.74386 [20] training's binary_logloss: 0.307098 training's f1_score: 0.790959 valid_1's binary_logloss: 0.340954 valid_1's f1_score: 0.741511 [30] training's binary_logloss: 0.282576 training's f1_score: 0.811557 valid_1's binary_logloss: 0.337879 valid_1's f1_score: 0.749825 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270071 training's f1_score: 0.820946 valid_1's binary_logloss: 0.336204 valid_1's f1_score: 0.753156 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341224 training's f1_score: 0.744984 valid_1's binary_logloss: 0.387282 valid_1's f1_score: 0.79652
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.30626 training's f1_score: 0.77245 valid_1's binary_logloss: 0.393264 valid_1's f1_score: 0.787109 [30] training's binary_logloss: 0.28065 training's f1_score: 0.791032 valid_1's binary_logloss: 0.402452 valid_1's f1_score: 0.786065 Early stopping, best iteration is: [4] training's binary_logloss: 0.377184 training's f1_score: 0.735256 valid_1's binary_logloss: 0.415886 valid_1's f1_score: 0.796532 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.342446 training's f1_score: 0.780265 valid_1's binary_logloss: 0.353455 valid_1's f1_score: 0.658621 [20] training's binary_logloss: 0.310525 training's f1_score: 0.797062 valid_1's binary_logloss: 0.347932 valid_1's f1_score: 0.663808 [30] training's binary_logloss: 0.285941 training's f1_score: 0.814244 valid_1's binary_logloss: 0.345063 valid_1's f1_score: 0.671304 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.273868 training's f1_score: 0.819236 valid_1's binary_logloss: 0.342686 valid_1's f1_score: 0.66374 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324439 training's f1_score: 0.79059 valid_1's binary_logloss: 0.402825 valid_1's f1_score: 0.620066 [20] training's binary_logloss: 0.289857 training's f1_score: 0.811653 valid_1's binary_logloss: 0.405012 valid_1's f1_score: 0.628667
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.270251 training's f1_score: 0.822904 valid_1's binary_logloss: 0.409836 valid_1's f1_score: 0.627119 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254613 training's f1_score: 0.833438 valid_1's binary_logloss: 0.414055 valid_1's f1_score: 0.628475 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331509 training's f1_score: 0.756491 valid_1's binary_logloss: 0.400192 valid_1's f1_score: 0.777542
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295559 training's f1_score: 0.785285 valid_1's binary_logloss: 0.399086 valid_1's f1_score: 0.778552 [30] training's binary_logloss: 0.272364 training's f1_score: 0.802638 valid_1's binary_logloss: 0.403206 valid_1's f1_score: 0.780673 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26025 training's f1_score: 0.812597 valid_1's binary_logloss: 0.407582 valid_1's f1_score: 0.77377 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.338524 training's f1_score: 0.772048 valid_1's binary_logloss: 0.341399 valid_1's f1_score: 0.751734 [20] training's binary_logloss: 0.306071 training's f1_score: 0.792204 valid_1's binary_logloss: 0.340447 valid_1's f1_score: 0.744251 [30] training's binary_logloss: 0.277593 training's f1_score: 0.813681 valid_1's binary_logloss: 0.34099 valid_1's f1_score: 0.742897 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267459 training's f1_score: 0.82012 valid_1's binary_logloss: 0.342777 valid_1's f1_score: 0.738376
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336811 training's f1_score: 0.746233 valid_1's binary_logloss: 0.396215 valid_1's f1_score: 0.7842 [20] training's binary_logloss: 0.304882 training's f1_score: 0.767715 valid_1's binary_logloss: 0.398906 valid_1's f1_score: 0.787379 [30] training's binary_logloss: 0.279734 training's f1_score: 0.783145 valid_1's binary_logloss: 0.399695 valid_1's f1_score: 0.788499 Early stopping, best iteration is: [5] training's binary_logloss: 0.361955 training's f1_score: 0.742462 valid_1's binary_logloss: 0.406506 valid_1's f1_score: 0.800789 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339108 training's f1_score: 0.785419 valid_1's binary_logloss: 0.349027 valid_1's f1_score: 0.656277
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.307972 training's f1_score: 0.798466 valid_1's binary_logloss: 0.345649 valid_1's f1_score: 0.671821 [30] training's binary_logloss: 0.280241 training's f1_score: 0.817284 valid_1's binary_logloss: 0.337956 valid_1's f1_score: 0.661996 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266225 training's f1_score: 0.827586 valid_1's binary_logloss: 0.335768 valid_1's f1_score: 0.666078
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32421 training's f1_score: 0.789555 valid_1's binary_logloss: 0.402712 valid_1's f1_score: 0.624693 [20] training's binary_logloss: 0.290844 training's f1_score: 0.8115 valid_1's binary_logloss: 0.400948 valid_1's f1_score: 0.633166 [30] training's binary_logloss: 0.265322 training's f1_score: 0.828451 valid_1's binary_logloss: 0.392256 valid_1's f1_score: 0.64 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25207 training's f1_score: 0.839881 valid_1's binary_logloss: 0.395154 valid_1's f1_score: 0.641091 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330309 training's f1_score: 0.758691 valid_1's binary_logloss: 0.396985 valid_1's f1_score: 0.779968
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297596 training's f1_score: 0.779754 valid_1's binary_logloss: 0.394127 valid_1's f1_score: 0.783315 [30] training's binary_logloss: 0.266823 training's f1_score: 0.803891 valid_1's binary_logloss: 0.403654 valid_1's f1_score: 0.778024 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252661 training's f1_score: 0.816823 valid_1's binary_logloss: 0.407959 valid_1's f1_score: 0.768636
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335167 training's f1_score: 0.772764 valid_1's binary_logloss: 0.337697 valid_1's f1_score: 0.746372 [20] training's binary_logloss: 0.303803 training's f1_score: 0.793487 valid_1's binary_logloss: 0.333511 valid_1's f1_score: 0.750867 [30] training's binary_logloss: 0.278339 training's f1_score: 0.813753 valid_1's binary_logloss: 0.338421 valid_1's f1_score: 0.747573 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266305 training's f1_score: 0.823433 valid_1's binary_logloss: 0.337412 valid_1's f1_score: 0.750521 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335896 training's f1_score: 0.748502 valid_1's binary_logloss: 0.383984 valid_1's f1_score: 0.798457 [20] training's binary_logloss: 0.300623 training's f1_score: 0.768938 valid_1's binary_logloss: 0.396362 valid_1's f1_score: 0.792271 [30] training's binary_logloss: 0.275622 training's f1_score: 0.790331 valid_1's binary_logloss: 0.398065 valid_1's f1_score: 0.790584 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258647 training's f1_score: 0.801552 valid_1's binary_logloss: 0.399391 valid_1's f1_score: 0.788206
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340938 training's f1_score: 0.781455 valid_1's binary_logloss: 0.34806 valid_1's f1_score: 0.671808 [20] training's binary_logloss: 0.310232 training's f1_score: 0.797066 valid_1's binary_logloss: 0.341952 valid_1's f1_score: 0.6661 [30] training's binary_logloss: 0.285252 training's f1_score: 0.813549 valid_1's binary_logloss: 0.338312 valid_1's f1_score: 0.670679 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.269172 training's f1_score: 0.825742 valid_1's binary_logloss: 0.337153 valid_1's f1_score: 0.670721 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32164 training's f1_score: 0.792412 valid_1's binary_logloss: 0.409592 valid_1's f1_score: 0.606312
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.290972 training's f1_score: 0.81113 valid_1's binary_logloss: 0.407513 valid_1's f1_score: 0.629816 [30] training's binary_logloss: 0.269358 training's f1_score: 0.825149 valid_1's binary_logloss: 0.402866 valid_1's f1_score: 0.632203 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253187 training's f1_score: 0.837996 valid_1's binary_logloss: 0.401777 valid_1's f1_score: 0.620808 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328047 training's f1_score: 0.7631 valid_1's binary_logloss: 0.397408 valid_1's f1_score: 0.780074 [20] training's binary_logloss: 0.291639 training's f1_score: 0.785034 valid_1's binary_logloss: 0.39525 valid_1's f1_score: 0.774932 [30] training's binary_logloss: 0.266481 training's f1_score: 0.807189 valid_1's binary_logloss: 0.402099 valid_1's f1_score: 0.771697 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252377 training's f1_score: 0.821765 valid_1's binary_logloss: 0.405805 valid_1's f1_score: 0.770601 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331968 training's f1_score: 0.776023 valid_1's binary_logloss: 0.340255 valid_1's f1_score: 0.744444 [20] training's binary_logloss: 0.302198 training's f1_score: 0.793142 valid_1's binary_logloss: 0.335583 valid_1's f1_score: 0.753283
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.281609 training's f1_score: 0.811698 valid_1's binary_logloss: 0.335518 valid_1's f1_score: 0.752255 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267353 training's f1_score: 0.822762 valid_1's binary_logloss: 0.333747 valid_1's f1_score: 0.75 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334374 training's f1_score: 0.752953 valid_1's binary_logloss: 0.385486 valid_1's f1_score: 0.793237
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.30019 training's f1_score: 0.774675 valid_1's binary_logloss: 0.391052 valid_1's f1_score: 0.795344 [30] training's binary_logloss: 0.272903 training's f1_score: 0.797611 valid_1's binary_logloss: 0.390268 valid_1's f1_score: 0.791749 Early stopping, best iteration is: [4] training's binary_logloss: 0.376211 training's f1_score: 0.732919 valid_1's binary_logloss: 0.416783 valid_1's f1_score: 0.802444 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.338151 training's f1_score: 0.78466 valid_1's binary_logloss: 0.34461 valid_1's f1_score: 0.670085 [20] training's binary_logloss: 0.303431 training's f1_score: 0.803254 valid_1's binary_logloss: 0.338717 valid_1's f1_score: 0.658031 [30] training's binary_logloss: 0.27894 training's f1_score: 0.819192 valid_1's binary_logloss: 0.338114 valid_1's f1_score: 0.662021 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262569 training's f1_score: 0.828505 valid_1's binary_logloss: 0.334683 valid_1's f1_score: 0.655477
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318896 training's f1_score: 0.799195 valid_1's binary_logloss: 0.410961 valid_1's f1_score: 0.610788 [20] training's binary_logloss: 0.290751 training's f1_score: 0.812306 valid_1's binary_logloss: 0.411904 valid_1's f1_score: 0.625104 [30] training's binary_logloss: 0.265367 training's f1_score: 0.828885 valid_1's binary_logloss: 0.414376 valid_1's f1_score: 0.627713 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250775 training's f1_score: 0.83926 valid_1's binary_logloss: 0.417377 valid_1's f1_score: 0.629475 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326052 training's f1_score: 0.76257 valid_1's binary_logloss: 0.393873 valid_1's f1_score: 0.780279
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.291375 training's f1_score: 0.790682 valid_1's binary_logloss: 0.390985 valid_1's f1_score: 0.786325 [30] training's binary_logloss: 0.263773 training's f1_score: 0.806822 valid_1's binary_logloss: 0.394482 valid_1's f1_score: 0.783651 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253503 training's f1_score: 0.817612 valid_1's binary_logloss: 0.395654 valid_1's f1_score: 0.779363 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332696 training's f1_score: 0.772296 valid_1's binary_logloss: 0.343894 valid_1's f1_score: 0.745856 [20] training's binary_logloss: 0.298615 training's f1_score: 0.79753 valid_1's binary_logloss: 0.343059 valid_1's f1_score: 0.749827 [30] training's binary_logloss: 0.271058 training's f1_score: 0.817397 valid_1's binary_logloss: 0.350049 valid_1's f1_score: 0.743056 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259629 training's f1_score: 0.827112 valid_1's binary_logloss: 0.351155 valid_1's f1_score: 0.744089 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332148 training's f1_score: 0.755109 valid_1's binary_logloss: 0.387634 valid_1's f1_score: 0.788434
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.302061 training's f1_score: 0.772467 valid_1's binary_logloss: 0.392334 valid_1's f1_score: 0.787967 [30] training's binary_logloss: 0.273527 training's f1_score: 0.788782 valid_1's binary_logloss: 0.390466 valid_1's f1_score: 0.790675 Early stopping, best iteration is: [4] training's binary_logloss: 0.377932 training's f1_score: 0.72994 valid_1's binary_logloss: 0.415518 valid_1's f1_score: 0.801018 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.337268 training's f1_score: 0.782555 valid_1's binary_logloss: 0.34822 valid_1's f1_score: 0.666667 [20] training's binary_logloss: 0.300521 training's f1_score: 0.802401 valid_1's binary_logloss: 0.332768 valid_1's f1_score: 0.673684 [30] training's binary_logloss: 0.27603 training's f1_score: 0.820323 valid_1's binary_logloss: 0.333085 valid_1's f1_score: 0.675508 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26324 training's f1_score: 0.833463 valid_1's binary_logloss: 0.335731 valid_1's f1_score: 0.678636 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318506 training's f1_score: 0.796834 valid_1's binary_logloss: 0.406673 valid_1's f1_score: 0.615126 [20] training's binary_logloss: 0.288327 training's f1_score: 0.811464 valid_1's binary_logloss: 0.413532 valid_1's f1_score: 0.621806
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.263478 training's f1_score: 0.830658 valid_1's binary_logloss: 0.417808 valid_1's f1_score: 0.624681 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248494 training's f1_score: 0.839432 valid_1's binary_logloss: 0.418136 valid_1's f1_score: 0.6236 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326505 training's f1_score: 0.763256 valid_1's binary_logloss: 0.39348 valid_1's f1_score: 0.78746
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29079 training's f1_score: 0.788839 valid_1's binary_logloss: 0.394395 valid_1's f1_score: 0.780911 [30] training's binary_logloss: 0.268061 training's f1_score: 0.802766 valid_1's binary_logloss: 0.397356 valid_1's f1_score: 0.783133 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254001 training's f1_score: 0.814558 valid_1's binary_logloss: 0.39517 valid_1's f1_score: 0.776549 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336524 training's f1_score: 0.768837 valid_1's binary_logloss: 0.344879 valid_1's f1_score: 0.746922 [20] training's binary_logloss: 0.300222 training's f1_score: 0.794028 valid_1's binary_logloss: 0.342535 valid_1's f1_score: 0.744666 [30] training's binary_logloss: 0.276489 training's f1_score: 0.811833 valid_1's binary_logloss: 0.343214 valid_1's f1_score: 0.755031 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264253 training's f1_score: 0.822727 valid_1's binary_logloss: 0.349278 valid_1's f1_score: 0.74896
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331115 training's f1_score: 0.749657 valid_1's binary_logloss: 0.379851 valid_1's f1_score: 0.797475 [20] training's binary_logloss: 0.30074 training's f1_score: 0.77075 valid_1's binary_logloss: 0.389936 valid_1's f1_score: 0.786758 [30] training's binary_logloss: 0.271723 training's f1_score: 0.792506 valid_1's binary_logloss: 0.392596 valid_1's f1_score: 0.790196 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256007 training's f1_score: 0.804029 valid_1's binary_logloss: 0.392608 valid_1's f1_score: 0.789708 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336565 training's f1_score: 0.785649 valid_1's binary_logloss: 0.345696 valid_1's f1_score: 0.674216
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301933 training's f1_score: 0.803994 valid_1's binary_logloss: 0.338204 valid_1's f1_score: 0.668971 [30] training's binary_logloss: 0.278519 training's f1_score: 0.819627 valid_1's binary_logloss: 0.335129 valid_1's f1_score: 0.675439 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263368 training's f1_score: 0.830277 valid_1's binary_logloss: 0.334243 valid_1's f1_score: 0.674357 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318222 training's f1_score: 0.798761 valid_1's binary_logloss: 0.399117 valid_1's f1_score: 0.618609 [20] training's binary_logloss: 0.286463 training's f1_score: 0.816244 valid_1's binary_logloss: 0.406187 valid_1's f1_score: 0.621262 [30] training's binary_logloss: 0.261749 training's f1_score: 0.827207 valid_1's binary_logloss: 0.397034 valid_1's f1_score: 0.641286 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247728 training's f1_score: 0.836375 valid_1's binary_logloss: 0.393392 valid_1's f1_score: 0.640411
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326679 training's f1_score: 0.760473 valid_1's binary_logloss: 0.396804 valid_1's f1_score: 0.788072 [20] training's binary_logloss: 0.292057 training's f1_score: 0.782251 valid_1's binary_logloss: 0.396708 valid_1's f1_score: 0.783871 [30] training's binary_logloss: 0.267197 training's f1_score: 0.80581 valid_1's binary_logloss: 0.408479 valid_1's f1_score: 0.775244 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251647 training's f1_score: 0.822527 valid_1's binary_logloss: 0.41012 valid_1's f1_score: 0.765608 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331471 training's f1_score: 0.774266 valid_1's binary_logloss: 0.342514 valid_1's f1_score: 0.746372
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297664 training's f1_score: 0.794556 valid_1's binary_logloss: 0.341268 valid_1's f1_score: 0.753804 [30] training's binary_logloss: 0.272092 training's f1_score: 0.819458 valid_1's binary_logloss: 0.3453 valid_1's f1_score: 0.751575 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26039 training's f1_score: 0.823645 valid_1's binary_logloss: 0.344973 valid_1's f1_score: 0.753319 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332405 training's f1_score: 0.75039 valid_1's binary_logloss: 0.378797 valid_1's f1_score: 0.800578 [20] training's binary_logloss: 0.302749 training's f1_score: 0.771796 valid_1's binary_logloss: 0.38762 valid_1's f1_score: 0.791081 [30] training's binary_logloss: 0.27489 training's f1_score: 0.791645 valid_1's binary_logloss: 0.393056 valid_1's f1_score: 0.791423 Early stopping, best iteration is: [4] training's binary_logloss: 0.372409 training's f1_score: 0.736493 valid_1's binary_logloss: 0.411531 valid_1's f1_score: 0.804281
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334959 training's f1_score: 0.786152 valid_1's binary_logloss: 0.346751 valid_1's f1_score: 0.665514 [20] training's binary_logloss: 0.301085 training's f1_score: 0.802208 valid_1's binary_logloss: 0.335212 valid_1's f1_score: 0.676496 [30] training's binary_logloss: 0.276043 training's f1_score: 0.817804 valid_1's binary_logloss: 0.337339 valid_1's f1_score: 0.674804 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260939 training's f1_score: 0.828602 valid_1's binary_logloss: 0.338193 valid_1's f1_score: 0.672551 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31633 training's f1_score: 0.799752 valid_1's binary_logloss: 0.404856 valid_1's f1_score: 0.607261
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.283122 training's f1_score: 0.813849 valid_1's binary_logloss: 0.403616 valid_1's f1_score: 0.62531 [30] training's binary_logloss: 0.256237 training's f1_score: 0.832471 valid_1's binary_logloss: 0.40372 valid_1's f1_score: 0.624791 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240842 training's f1_score: 0.840927 valid_1's binary_logloss: 0.400302 valid_1's f1_score: 0.635514 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327 training's f1_score: 0.759532 valid_1's binary_logloss: 0.393958 valid_1's f1_score: 0.782793 [20] training's binary_logloss: 0.292635 training's f1_score: 0.784165 valid_1's binary_logloss: 0.396275 valid_1's f1_score: 0.791149 [30] training's binary_logloss: 0.266744 training's f1_score: 0.802076 valid_1's binary_logloss: 0.403055 valid_1's f1_score: 0.776986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255223 training's f1_score: 0.8134 valid_1's binary_logloss: 0.402597 valid_1's f1_score: 0.770419
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331338 training's f1_score: 0.775654 valid_1's binary_logloss: 0.343048 valid_1's f1_score: 0.741403 [20] training's binary_logloss: 0.298677 training's f1_score: 0.795876 valid_1's binary_logloss: 0.338756 valid_1's f1_score: 0.743869 [30] training's binary_logloss: 0.273748 training's f1_score: 0.815666 valid_1's binary_logloss: 0.338423 valid_1's f1_score: 0.740385 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262362 training's f1_score: 0.826143 valid_1's binary_logloss: 0.337607 valid_1's f1_score: 0.742225 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330065 training's f1_score: 0.753991 valid_1's binary_logloss: 0.382709 valid_1's f1_score: 0.798645
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298035 training's f1_score: 0.770378 valid_1's binary_logloss: 0.39044 valid_1's f1_score: 0.791304 [30] training's binary_logloss: 0.274469 training's f1_score: 0.79236 valid_1's binary_logloss: 0.389542 valid_1's f1_score: 0.790268 Early stopping, best iteration is: [5] training's binary_logloss: 0.359333 training's f1_score: 0.745236 valid_1's binary_logloss: 0.399727 valid_1's f1_score: 0.805169 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.334557 training's f1_score: 0.790898 valid_1's binary_logloss: 0.345908 valid_1's f1_score: 0.668398 [20] training's binary_logloss: 0.302237 training's f1_score: 0.805055 valid_1's binary_logloss: 0.343482 valid_1's f1_score: 0.661552 [30] training's binary_logloss: 0.276516 training's f1_score: 0.819571 valid_1's binary_logloss: 0.341182 valid_1's f1_score: 0.660915 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26397 training's f1_score: 0.827096 valid_1's binary_logloss: 0.343626 valid_1's f1_score: 0.651685
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.316353 training's f1_score: 0.799192 valid_1's binary_logloss: 0.400945 valid_1's f1_score: 0.634146 [20] training's binary_logloss: 0.286256 training's f1_score: 0.813975 valid_1's binary_logloss: 0.405006 valid_1's f1_score: 0.631754 [30] training's binary_logloss: 0.259291 training's f1_score: 0.833753 valid_1's binary_logloss: 0.401191 valid_1's f1_score: 0.632291 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245085 training's f1_score: 0.844255 valid_1's binary_logloss: 0.399127 valid_1's f1_score: 0.634105 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325998 training's f1_score: 0.763649 valid_1's binary_logloss: 0.393581 valid_1's f1_score: 0.779248
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.289193 training's f1_score: 0.784944 valid_1's binary_logloss: 0.398472 valid_1's f1_score: 0.77897 [30] training's binary_logloss: 0.265867 training's f1_score: 0.800687 valid_1's binary_logloss: 0.404858 valid_1's f1_score: 0.778079 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249785 training's f1_score: 0.815662 valid_1's binary_logloss: 0.40642 valid_1's f1_score: 0.777961 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331375 training's f1_score: 0.776421 valid_1's binary_logloss: 0.345091 valid_1's f1_score: 0.737997 [20] training's binary_logloss: 0.30163 training's f1_score: 0.794402 valid_1's binary_logloss: 0.342825 valid_1's f1_score: 0.738567 [30] training's binary_logloss: 0.273651 training's f1_score: 0.815824 valid_1's binary_logloss: 0.349608 valid_1's f1_score: 0.74231 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261145 training's f1_score: 0.827384 valid_1's binary_logloss: 0.345506 valid_1's f1_score: 0.745716
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329331 training's f1_score: 0.753434 valid_1's binary_logloss: 0.382415 valid_1's f1_score: 0.801357 [20] training's binary_logloss: 0.298784 training's f1_score: 0.772569 valid_1's binary_logloss: 0.394243 valid_1's f1_score: 0.784257 [30] training's binary_logloss: 0.272296 training's f1_score: 0.790444 valid_1's binary_logloss: 0.391101 valid_1's f1_score: 0.790244 Early stopping, best iteration is: [5] training's binary_logloss: 0.358784 training's f1_score: 0.745709 valid_1's binary_logloss: 0.398249 valid_1's f1_score: 0.804963 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332289 training's f1_score: 0.784973 valid_1's binary_logloss: 0.343056 valid_1's f1_score: 0.674119
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.302157 training's f1_score: 0.802515 valid_1's binary_logloss: 0.339108 valid_1's f1_score: 0.675214 [30] training's binary_logloss: 0.277101 training's f1_score: 0.820836 valid_1's binary_logloss: 0.339219 valid_1's f1_score: 0.67301 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262695 training's f1_score: 0.833076 valid_1's binary_logloss: 0.335652 valid_1's f1_score: 0.670148 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319345 training's f1_score: 0.797235 valid_1's binary_logloss: 0.406258 valid_1's f1_score: 0.612957 [20] training's binary_logloss: 0.284651 training's f1_score: 0.809744 valid_1's binary_logloss: 0.404364 valid_1's f1_score: 0.625104 [30] training's binary_logloss: 0.260105 training's f1_score: 0.824794 valid_1's binary_logloss: 0.405982 valid_1's f1_score: 0.621806 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247603 training's f1_score: 0.836233 valid_1's binary_logloss: 0.400754 valid_1's f1_score: 0.622068
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323233 training's f1_score: 0.764966 valid_1's binary_logloss: 0.391936 valid_1's f1_score: 0.782099 [20] training's binary_logloss: 0.293061 training's f1_score: 0.783393 valid_1's binary_logloss: 0.396676 valid_1's f1_score: 0.780932 [30] training's binary_logloss: 0.262409 training's f1_score: 0.806664 valid_1's binary_logloss: 0.399975 valid_1's f1_score: 0.778443 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247204 training's f1_score: 0.820745 valid_1's binary_logloss: 0.403596 valid_1's f1_score: 0.771163 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330178 training's f1_score: 0.774245 valid_1's binary_logloss: 0.342761 valid_1's f1_score: 0.73916
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300213 training's f1_score: 0.796332 valid_1's binary_logloss: 0.344387 valid_1's f1_score: 0.744376 [30] training's binary_logloss: 0.275137 training's f1_score: 0.813768 valid_1's binary_logloss: 0.342966 valid_1's f1_score: 0.741913 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260052 training's f1_score: 0.823837 valid_1's binary_logloss: 0.343892 valid_1's f1_score: 0.747754 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328808 training's f1_score: 0.751198 valid_1's binary_logloss: 0.386535 valid_1's f1_score: 0.789803 [20] training's binary_logloss: 0.295195 training's f1_score: 0.773333 valid_1's binary_logloss: 0.391326 valid_1's f1_score: 0.781341 [30] training's binary_logloss: 0.268804 training's f1_score: 0.798729 valid_1's binary_logloss: 0.390775 valid_1's f1_score: 0.787192 Early stopping, best iteration is: [5] training's binary_logloss: 0.356449 training's f1_score: 0.744054 valid_1's binary_logloss: 0.400172 valid_1's f1_score: 0.801394
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330724 training's f1_score: 0.78786 valid_1's binary_logloss: 0.340532 valid_1's f1_score: 0.66899 [20] training's binary_logloss: 0.302171 training's f1_score: 0.801475 valid_1's binary_logloss: 0.33951 valid_1's f1_score: 0.678819 [30] training's binary_logloss: 0.278534 training's f1_score: 0.819303 valid_1's binary_logloss: 0.339604 valid_1's f1_score: 0.674783 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264847 training's f1_score: 0.827254 valid_1's binary_logloss: 0.342728 valid_1's f1_score: 0.67489 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319474 training's f1_score: 0.792776 valid_1's binary_logloss: 0.407449 valid_1's f1_score: 0.616145
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.287225 training's f1_score: 0.811353 valid_1's binary_logloss: 0.40498 valid_1's f1_score: 0.624161 [30] training's binary_logloss: 0.255883 training's f1_score: 0.835061 valid_1's binary_logloss: 0.407225 valid_1's f1_score: 0.627451 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244378 training's f1_score: 0.844781 valid_1's binary_logloss: 0.405877 valid_1's f1_score: 0.630416 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.323703 training's f1_score: 0.764947 valid_1's binary_logloss: 0.389628 valid_1's f1_score: 0.779026 [20] training's binary_logloss: 0.292475 training's f1_score: 0.782669 valid_1's binary_logloss: 0.392695 valid_1's f1_score: 0.782749 [30] training's binary_logloss: 0.264884 training's f1_score: 0.804578 valid_1's binary_logloss: 0.397327 valid_1's f1_score: 0.778742 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251248 training's f1_score: 0.818818 valid_1's binary_logloss: 0.397175 valid_1's f1_score: 0.774617
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3312 training's f1_score: 0.776637 valid_1's binary_logloss: 0.343432 valid_1's f1_score: 0.746922 [20] training's binary_logloss: 0.299023 training's f1_score: 0.792903 valid_1's binary_logloss: 0.33655 valid_1's f1_score: 0.749311 [30] training's binary_logloss: 0.272048 training's f1_score: 0.818122 valid_1's binary_logloss: 0.342026 valid_1's f1_score: 0.75 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258306 training's f1_score: 0.82882 valid_1's binary_logloss: 0.345553 valid_1's f1_score: 0.749126 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329555 training's f1_score: 0.751199 valid_1's binary_logloss: 0.385561 valid_1's f1_score: 0.791667
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298911 training's f1_score: 0.772806 valid_1's binary_logloss: 0.383005 valid_1's f1_score: 0.796469 [30] training's binary_logloss: 0.275473 training's f1_score: 0.789418 valid_1's binary_logloss: 0.386048 valid_1's f1_score: 0.792659 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259862 training's f1_score: 0.800847 valid_1's binary_logloss: 0.385507 valid_1's f1_score: 0.798611 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33332 training's f1_score: 0.78881 valid_1's binary_logloss: 0.342176 valid_1's f1_score: 0.661362 [20] training's binary_logloss: 0.298948 training's f1_score: 0.805179 valid_1's binary_logloss: 0.333856 valid_1's f1_score: 0.664336 [30] training's binary_logloss: 0.276744 training's f1_score: 0.822404 valid_1's binary_logloss: 0.337616 valid_1's f1_score: 0.666078 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258853 training's f1_score: 0.834918 valid_1's binary_logloss: 0.331279 valid_1's f1_score: 0.663669 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318022 training's f1_score: 0.796 valid_1's binary_logloss: 0.405729 valid_1's f1_score: 0.627189 [20] training's binary_logloss: 0.288975 training's f1_score: 0.810017 valid_1's binary_logloss: 0.405406 valid_1's f1_score: 0.634064
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.262704 training's f1_score: 0.829428 valid_1's binary_logloss: 0.406058 valid_1's f1_score: 0.626712 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251134 training's f1_score: 0.836757 valid_1's binary_logloss: 0.408905 valid_1's f1_score: 0.622979 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323789 training's f1_score: 0.761695 valid_1's binary_logloss: 0.391609 valid_1's f1_score: 0.786361
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.289669 training's f1_score: 0.782505 valid_1's binary_logloss: 0.38633 valid_1's f1_score: 0.784399 [30] training's binary_logloss: 0.263174 training's f1_score: 0.80546 valid_1's binary_logloss: 0.394823 valid_1's f1_score: 0.777597 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249161 training's f1_score: 0.818783 valid_1's binary_logloss: 0.399753 valid_1's f1_score: 0.78113 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332443 training's f1_score: 0.772947 valid_1's binary_logloss: 0.345221 valid_1's f1_score: 0.74069 [20] training's binary_logloss: 0.302408 training's f1_score: 0.792289 valid_1's binary_logloss: 0.344303 valid_1's f1_score: 0.739876 [30] training's binary_logloss: 0.27313 training's f1_score: 0.812246 valid_1's binary_logloss: 0.349232 valid_1's f1_score: 0.743572 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258468 training's f1_score: 0.823261 valid_1's binary_logloss: 0.351063 valid_1's f1_score: 0.745152 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328488 training's f1_score: 0.750171 valid_1's binary_logloss: 0.383849 valid_1's f1_score: 0.794374 [20] training's binary_logloss: 0.296338 training's f1_score: 0.773915 valid_1's binary_logloss: 0.392235 valid_1's f1_score: 0.789474
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.268157 training's f1_score: 0.789998 valid_1's binary_logloss: 0.404149 valid_1's f1_score: 0.786693 Early stopping, best iteration is: [5] training's binary_logloss: 0.357714 training's f1_score: 0.744342 valid_1's binary_logloss: 0.398535 valid_1's f1_score: 0.80336 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332353 training's f1_score: 0.785419 valid_1's binary_logloss: 0.346198 valid_1's f1_score: 0.670638
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299251 training's f1_score: 0.802095 valid_1's binary_logloss: 0.340728 valid_1's f1_score: 0.672978 [30] training's binary_logloss: 0.277757 training's f1_score: 0.817693 valid_1's binary_logloss: 0.340632 valid_1's f1_score: 0.667808 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262186 training's f1_score: 0.82985 valid_1's binary_logloss: 0.342576 valid_1's f1_score: 0.66323 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319789 training's f1_score: 0.794167 valid_1's binary_logloss: 0.403608 valid_1's f1_score: 0.61944 [20] training's binary_logloss: 0.286513 training's f1_score: 0.812732 valid_1's binary_logloss: 0.40442 valid_1's f1_score: 0.630182 [30] training's binary_logloss: 0.257851 training's f1_score: 0.834951 valid_1's binary_logloss: 0.399867 valid_1's f1_score: 0.635828 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241732 training's f1_score: 0.846166 valid_1's binary_logloss: 0.397985 valid_1's f1_score: 0.634731 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323367 training's f1_score: 0.760855 valid_1's binary_logloss: 0.390955 valid_1's f1_score: 0.785524
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.289181 training's f1_score: 0.785333 valid_1's binary_logloss: 0.396885 valid_1's f1_score: 0.775311 [30] training's binary_logloss: 0.262109 training's f1_score: 0.806418 valid_1's binary_logloss: 0.397604 valid_1's f1_score: 0.780755 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247248 training's f1_score: 0.822122 valid_1's binary_logloss: 0.402005 valid_1's f1_score: 0.777656 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332206 training's f1_score: 0.775576 valid_1's binary_logloss: 0.345717 valid_1's f1_score: 0.747071 [20] training's binary_logloss: 0.299589 training's f1_score: 0.794194 valid_1's binary_logloss: 0.345256 valid_1's f1_score: 0.740993 [30] training's binary_logloss: 0.275179 training's f1_score: 0.81318 valid_1's binary_logloss: 0.350608 valid_1's f1_score: 0.746228 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260777 training's f1_score: 0.822762 valid_1's binary_logloss: 0.351559 valid_1's f1_score: 0.742069
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327061 training's f1_score: 0.753035 valid_1's binary_logloss: 0.379261 valid_1's f1_score: 0.798442 [20] training's binary_logloss: 0.296057 training's f1_score: 0.773329 valid_1's binary_logloss: 0.388567 valid_1's f1_score: 0.792564 [30] training's binary_logloss: 0.268381 training's f1_score: 0.796202 valid_1's binary_logloss: 0.392008 valid_1's f1_score: 0.787939 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250713 training's f1_score: 0.811109 valid_1's binary_logloss: 0.397176 valid_1's f1_score: 0.786706 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333102 training's f1_score: 0.78466 valid_1's binary_logloss: 0.339093 valid_1's f1_score: 0.677138
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300767 training's f1_score: 0.803847 valid_1's binary_logloss: 0.331099 valid_1's f1_score: 0.683522 [30] training's binary_logloss: 0.277523 training's f1_score: 0.822031 valid_1's binary_logloss: 0.333868 valid_1's f1_score: 0.67013 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261643 training's f1_score: 0.834259 valid_1's binary_logloss: 0.330552 valid_1's f1_score: 0.669027 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.317928 training's f1_score: 0.793103 valid_1's binary_logloss: 0.409941 valid_1's f1_score: 0.612877 [20] training's binary_logloss: 0.285744 training's f1_score: 0.811805 valid_1's binary_logloss: 0.408142 valid_1's f1_score: 0.627517 [30] training's binary_logloss: 0.260287 training's f1_score: 0.828741 valid_1's binary_logloss: 0.405249 valid_1's f1_score: 0.624365 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244218 training's f1_score: 0.841307 valid_1's binary_logloss: 0.404625 valid_1's f1_score: 0.637213
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.320352 training's f1_score: 0.769309 valid_1's binary_logloss: 0.392909 valid_1's f1_score: 0.783074 [20] training's binary_logloss: 0.287553 training's f1_score: 0.787858 valid_1's binary_logloss: 0.395556 valid_1's f1_score: 0.784208 [30] training's binary_logloss: 0.260884 training's f1_score: 0.811926 valid_1's binary_logloss: 0.398175 valid_1's f1_score: 0.782704 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248004 training's f1_score: 0.821889 valid_1's binary_logloss: 0.39952 valid_1's f1_score: 0.780595 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330862 training's f1_score: 0.772931 valid_1's binary_logloss: 0.338847 valid_1's f1_score: 0.751715
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298555 training's f1_score: 0.794843 valid_1's binary_logloss: 0.340832 valid_1's f1_score: 0.747599 [30] training's binary_logloss: 0.271629 training's f1_score: 0.815493 valid_1's binary_logloss: 0.346819 valid_1's f1_score: 0.746064 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257413 training's f1_score: 0.829356 valid_1's binary_logloss: 0.346682 valid_1's f1_score: 0.746922 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326263 training's f1_score: 0.754347 valid_1's binary_logloss: 0.383007 valid_1's f1_score: 0.796528 [20] training's binary_logloss: 0.295951 training's f1_score: 0.773725 valid_1's binary_logloss: 0.388006 valid_1's f1_score: 0.797291 [30] training's binary_logloss: 0.267254 training's f1_score: 0.796637 valid_1's binary_logloss: 0.394644 valid_1's f1_score: 0.787849 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248491 training's f1_score: 0.811744 valid_1's binary_logloss: 0.392183 valid_1's f1_score: 0.788423 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330589 training's f1_score: 0.785387 valid_1's binary_logloss: 0.340006 valid_1's f1_score: 0.674119 [20] training's binary_logloss: 0.302606 training's f1_score: 0.801235 valid_1's binary_logloss: 0.335018 valid_1's f1_score: 0.66896
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.281582 training's f1_score: 0.816767 valid_1's binary_logloss: 0.337443 valid_1's f1_score: 0.666667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262694 training's f1_score: 0.826019 valid_1's binary_logloss: 0.337209 valid_1's f1_score: 0.66549 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3174 training's f1_score: 0.795018 valid_1's binary_logloss: 0.422536 valid_1's f1_score: 0.609836
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.283146 training's f1_score: 0.812955 valid_1's binary_logloss: 0.410058 valid_1's f1_score: 0.615126 [30] training's binary_logloss: 0.259252 training's f1_score: 0.834117 valid_1's binary_logloss: 0.409767 valid_1's f1_score: 0.616048 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242653 training's f1_score: 0.845279 valid_1's binary_logloss: 0.409454 valid_1's f1_score: 0.618755 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319642 training's f1_score: 0.764706 valid_1's binary_logloss: 0.393193 valid_1's f1_score: 0.77588 [20] training's binary_logloss: 0.286436 training's f1_score: 0.786683 valid_1's binary_logloss: 0.392749 valid_1's f1_score: 0.779348 [30] training's binary_logloss: 0.26241 training's f1_score: 0.807599 valid_1's binary_logloss: 0.396061 valid_1's f1_score: 0.779051 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247426 training's f1_score: 0.821169 valid_1's binary_logloss: 0.402651 valid_1's f1_score: 0.777105 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330506 training's f1_score: 0.776584 valid_1's binary_logloss: 0.340907 valid_1's f1_score: 0.742936 [20] training's binary_logloss: 0.296998 training's f1_score: 0.796703 valid_1's binary_logloss: 0.338064 valid_1's f1_score: 0.746372
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.270011 training's f1_score: 0.815382 valid_1's binary_logloss: 0.342306 valid_1's f1_score: 0.750863 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255647 training's f1_score: 0.826379 valid_1's binary_logloss: 0.346858 valid_1's f1_score: 0.745505 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325535 training's f1_score: 0.751834 valid_1's binary_logloss: 0.383541 valid_1's f1_score: 0.790878
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294437 training's f1_score: 0.776275 valid_1's binary_logloss: 0.386186 valid_1's f1_score: 0.789142 [30] training's binary_logloss: 0.261269 training's f1_score: 0.804602 valid_1's binary_logloss: 0.391619 valid_1's f1_score: 0.795868 Early stopping, best iteration is: [5] training's binary_logloss: 0.353807 training's f1_score: 0.749377 valid_1's binary_logloss: 0.397318 valid_1's f1_score: 0.805169 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.369909 training's f1_score: 0.769943 valid_1's binary_logloss: 0.376832 valid_1's f1_score: 0.643463 [20] training's binary_logloss: 0.339066 training's f1_score: 0.779525 valid_1's binary_logloss: 0.364024 valid_1's f1_score: 0.657696 [30] training's binary_logloss: 0.316068 training's f1_score: 0.794227 valid_1's binary_logloss: 0.360132 valid_1's f1_score: 0.651163 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.30271 training's f1_score: 0.801562 valid_1's binary_logloss: 0.361588 valid_1's f1_score: 0.651082
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.357536 training's f1_score: 0.775075 valid_1's binary_logloss: 0.422943 valid_1's f1_score: 0.600677 [20] training's binary_logloss: 0.322659 training's f1_score: 0.791784 valid_1's binary_logloss: 0.421674 valid_1's f1_score: 0.615253 [30] training's binary_logloss: 0.301042 training's f1_score: 0.807583 valid_1's binary_logloss: 0.423761 valid_1's f1_score: 0.615785 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.289843 training's f1_score: 0.814405 valid_1's binary_logloss: 0.424406 valid_1's f1_score: 0.617801 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.362674 training's f1_score: 0.744865 valid_1's binary_logloss: 0.425753 valid_1's f1_score: 0.766185
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.329131 training's f1_score: 0.760501 valid_1's binary_logloss: 0.418631 valid_1's f1_score: 0.76206 [30] training's binary_logloss: 0.304902 training's f1_score: 0.775404 valid_1's binary_logloss: 0.419561 valid_1's f1_score: 0.762943 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.292923 training's f1_score: 0.787847 valid_1's binary_logloss: 0.422877 valid_1's f1_score: 0.765446 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.370337 training's f1_score: 0.753873 valid_1's binary_logloss: 0.365382 valid_1's f1_score: 0.723077 [20] training's binary_logloss: 0.342485 training's f1_score: 0.765273 valid_1's binary_logloss: 0.359479 valid_1's f1_score: 0.727524 [30] training's binary_logloss: 0.316577 training's f1_score: 0.785529 valid_1's binary_logloss: 0.3589 valid_1's f1_score: 0.731168 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.306229 training's f1_score: 0.791127 valid_1's binary_logloss: 0.361518 valid_1's f1_score: 0.725
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.372778 training's f1_score: 0.73071 valid_1's binary_logloss: 0.420237 valid_1's f1_score: 0.78145 [20] training's binary_logloss: 0.338474 training's f1_score: 0.749093 valid_1's binary_logloss: 0.414282 valid_1's f1_score: 0.78235 [30] training's binary_logloss: 0.318603 training's f1_score: 0.762998 valid_1's binary_logloss: 0.418272 valid_1's f1_score: 0.783743 Early stopping, best iteration is: [3] training's binary_logloss: 0.40829 training's f1_score: 0.706656 valid_1's binary_logloss: 0.4497 valid_1's f1_score: 0.791444 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.361866 training's f1_score: 0.764581 valid_1's binary_logloss: 0.370801 valid_1's f1_score: 0.644387 [20] training's binary_logloss: 0.333745 training's f1_score: 0.780294 valid_1's binary_logloss: 0.366607 valid_1's f1_score: 0.647959
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.312111 training's f1_score: 0.794832 valid_1's binary_logloss: 0.371699 valid_1's f1_score: 0.641892 Early stopping, best iteration is: [3] training's binary_logloss: 0.424561 training's f1_score: 0.750622 valid_1's binary_logloss: 0.408767 valid_1's f1_score: 0.650532 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.345798 training's f1_score: 0.776826 valid_1's binary_logloss: 0.417242 valid_1's f1_score: 0.613333 [20] training's binary_logloss: 0.313715 training's f1_score: 0.796615 valid_1's binary_logloss: 0.411704 valid_1's f1_score: 0.609362
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.295424 training's f1_score: 0.809742 valid_1's binary_logloss: 0.421633 valid_1's f1_score: 0.604096 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.281787 training's f1_score: 0.820374 valid_1's binary_logloss: 0.421437 valid_1's f1_score: 0.607877 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.352085 training's f1_score: 0.74578 valid_1's binary_logloss: 0.418201 valid_1's f1_score: 0.768573
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.320943 training's f1_score: 0.760907 valid_1's binary_logloss: 0.415094 valid_1's f1_score: 0.766416 [30] training's binary_logloss: 0.296164 training's f1_score: 0.78384 valid_1's binary_logloss: 0.42135 valid_1's f1_score: 0.762162 Early stopping, best iteration is: [5] training's binary_logloss: 0.381944 training's f1_score: 0.739023 valid_1's binary_logloss: 0.431988 valid_1's f1_score: 0.773875 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.364246 training's f1_score: 0.751846 valid_1's binary_logloss: 0.354566 valid_1's f1_score: 0.738376 [20] training's binary_logloss: 0.335209 training's f1_score: 0.773892 valid_1's binary_logloss: 0.35512 valid_1's f1_score: 0.73844 [30] training's binary_logloss: 0.312882 training's f1_score: 0.785818 valid_1's binary_logloss: 0.353291 valid_1's f1_score: 0.734833 Early stopping, best iteration is: [5] training's binary_logloss: 0.398613 training's f1_score: 0.746298 valid_1's binary_logloss: 0.380511 valid_1's f1_score: 0.75
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.360516 training's f1_score: 0.728452 valid_1's binary_logloss: 0.411248 valid_1's f1_score: 0.775988 [20] training's binary_logloss: 0.32993 training's f1_score: 0.751252 valid_1's binary_logloss: 0.408499 valid_1's f1_score: 0.779727 [30] training's binary_logloss: 0.306859 training's f1_score: 0.770363 valid_1's binary_logloss: 0.410544 valid_1's f1_score: 0.78377 Early stopping, best iteration is: [3] training's binary_logloss: 0.399827 training's f1_score: 0.721144 valid_1's binary_logloss: 0.443717 valid_1's f1_score: 0.79458 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358399 training's f1_score: 0.771876 valid_1's binary_logloss: 0.367906 valid_1's f1_score: 0.645602 [20] training's binary_logloss: 0.324793 training's f1_score: 0.789199 valid_1's binary_logloss: 0.359091 valid_1's f1_score: 0.645816
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.301697 training's f1_score: 0.806532 valid_1's binary_logloss: 0.351603 valid_1's f1_score: 0.64818 Early stopping, best iteration is: [4] training's binary_logloss: 0.402676 training's f1_score: 0.762558 valid_1's binary_logloss: 0.392817 valid_1's f1_score: 0.654479 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.344255 training's f1_score: 0.779327 valid_1's binary_logloss: 0.414279 valid_1's f1_score: 0.611626 [20] training's binary_logloss: 0.305529 training's f1_score: 0.801748 valid_1's binary_logloss: 0.416905 valid_1's f1_score: 0.606409
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.283999 training's f1_score: 0.813559 valid_1's binary_logloss: 0.415329 valid_1's f1_score: 0.609776 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26901 training's f1_score: 0.824814 valid_1's binary_logloss: 0.412232 valid_1's f1_score: 0.609797 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.34501 training's f1_score: 0.745405 valid_1's binary_logloss: 0.414969 valid_1's f1_score: 0.774746
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.310547 training's f1_score: 0.773526 valid_1's binary_logloss: 0.406679 valid_1's f1_score: 0.768733 [30] training's binary_logloss: 0.28677 training's f1_score: 0.793512 valid_1's binary_logloss: 0.405745 valid_1's f1_score: 0.766958 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.27756 training's f1_score: 0.807103 valid_1's binary_logloss: 0.407773 valid_1's f1_score: 0.763836 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.35798 training's f1_score: 0.756748 valid_1's binary_logloss: 0.352739 valid_1's f1_score: 0.7356 [20] training's binary_logloss: 0.321986 training's f1_score: 0.782637 valid_1's binary_logloss: 0.344131 valid_1's f1_score: 0.733843 [30] training's binary_logloss: 0.295453 training's f1_score: 0.799805 valid_1's binary_logloss: 0.346568 valid_1's f1_score: 0.736179 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.283939 training's f1_score: 0.80815 valid_1's binary_logloss: 0.347463 valid_1's f1_score: 0.729692
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3571 training's f1_score: 0.732355 valid_1's binary_logloss: 0.409963 valid_1's f1_score: 0.788177 [20] training's binary_logloss: 0.316659 training's f1_score: 0.760256 valid_1's binary_logloss: 0.401123 valid_1's f1_score: 0.786739 [30] training's binary_logloss: 0.293764 training's f1_score: 0.779466 valid_1's binary_logloss: 0.39914 valid_1's f1_score: 0.790419 Early stopping, best iteration is: [3] training's binary_logloss: 0.400052 training's f1_score: 0.722331 valid_1's binary_logloss: 0.447954 valid_1's f1_score: 0.798916 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342482 training's f1_score: 0.782207 valid_1's binary_logloss: 0.343076 valid_1's f1_score: 0.660279 [20] training's binary_logloss: 0.311895 training's f1_score: 0.800859 valid_1's binary_logloss: 0.335753 valid_1's f1_score: 0.662009
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.287581 training's f1_score: 0.815903 valid_1's binary_logloss: 0.337138 valid_1's f1_score: 0.663778 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.272279 training's f1_score: 0.822889 valid_1's binary_logloss: 0.333768 valid_1's f1_score: 0.662619 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326144 training's f1_score: 0.788536 valid_1's binary_logloss: 0.407176 valid_1's f1_score: 0.618693
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292327 training's f1_score: 0.80945 valid_1's binary_logloss: 0.405622 valid_1's f1_score: 0.631141 [30] training's binary_logloss: 0.270272 training's f1_score: 0.823014 valid_1's binary_logloss: 0.399625 valid_1's f1_score: 0.626486 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2566 training's f1_score: 0.830538 valid_1's binary_logloss: 0.401723 valid_1's f1_score: 0.624681 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331584 training's f1_score: 0.761319 valid_1's binary_logloss: 0.398772 valid_1's f1_score: 0.778437 [20] training's binary_logloss: 0.301697 training's f1_score: 0.781443 valid_1's binary_logloss: 0.39607 valid_1's f1_score: 0.77633 [30] training's binary_logloss: 0.272741 training's f1_score: 0.803605 valid_1's binary_logloss: 0.395603 valid_1's f1_score: 0.77193 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26396 training's f1_score: 0.811111 valid_1's binary_logloss: 0.396134 valid_1's f1_score: 0.770673
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340777 training's f1_score: 0.772507 valid_1's binary_logloss: 0.339438 valid_1's f1_score: 0.745787 [20] training's binary_logloss: 0.307583 training's f1_score: 0.790608 valid_1's binary_logloss: 0.337691 valid_1's f1_score: 0.746871 [30] training's binary_logloss: 0.282684 training's f1_score: 0.806373 valid_1's binary_logloss: 0.334402 valid_1's f1_score: 0.750351 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271875 training's f1_score: 0.817166 valid_1's binary_logloss: 0.3334 valid_1's f1_score: 0.752613 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337669 training's f1_score: 0.749265 valid_1's binary_logloss: 0.392201 valid_1's f1_score: 0.792766
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.306061 training's f1_score: 0.765552 valid_1's binary_logloss: 0.39314 valid_1's f1_score: 0.785958 [30] training's binary_logloss: 0.283155 training's f1_score: 0.78419 valid_1's binary_logloss: 0.393694 valid_1's f1_score: 0.788027 Early stopping, best iteration is: [4] training's binary_logloss: 0.378085 training's f1_score: 0.733111 valid_1's binary_logloss: 0.422127 valid_1's f1_score: 0.795876 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.346009 training's f1_score: 0.779002 valid_1's binary_logloss: 0.352678 valid_1's f1_score: 0.646048 [20] training's binary_logloss: 0.312586 training's f1_score: 0.797048 valid_1's binary_logloss: 0.34974 valid_1's f1_score: 0.651163 [30] training's binary_logloss: 0.287906 training's f1_score: 0.817268 valid_1's binary_logloss: 0.346039 valid_1's f1_score: 0.655113 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.272617 training's f1_score: 0.824005 valid_1's binary_logloss: 0.345505 valid_1's f1_score: 0.653913
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328054 training's f1_score: 0.789809 valid_1's binary_logloss: 0.407542 valid_1's f1_score: 0.614488 [20] training's binary_logloss: 0.292125 training's f1_score: 0.806778 valid_1's binary_logloss: 0.403423 valid_1's f1_score: 0.622594 [30] training's binary_logloss: 0.269368 training's f1_score: 0.830605 valid_1's binary_logloss: 0.399647 valid_1's f1_score: 0.623619 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254334 training's f1_score: 0.838303 valid_1's binary_logloss: 0.404318 valid_1's f1_score: 0.624785 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334549 training's f1_score: 0.756397 valid_1's binary_logloss: 0.406943 valid_1's f1_score: 0.770465
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299716 training's f1_score: 0.780923 valid_1's binary_logloss: 0.402112 valid_1's f1_score: 0.779333 [30] training's binary_logloss: 0.274421 training's f1_score: 0.803599 valid_1's binary_logloss: 0.40311 valid_1's f1_score: 0.780911 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26232 training's f1_score: 0.812077 valid_1's binary_logloss: 0.405768 valid_1's f1_score: 0.774863 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.342026 training's f1_score: 0.772764 valid_1's binary_logloss: 0.345923 valid_1's f1_score: 0.746499 [20] training's binary_logloss: 0.30533 training's f1_score: 0.791226 valid_1's binary_logloss: 0.339851 valid_1's f1_score: 0.75657 [30] training's binary_logloss: 0.277461 training's f1_score: 0.812784 valid_1's binary_logloss: 0.334926 valid_1's f1_score: 0.756528 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265907 training's f1_score: 0.823472 valid_1's binary_logloss: 0.335749 valid_1's f1_score: 0.751583
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.343765 training's f1_score: 0.741803 valid_1's binary_logloss: 0.387129 valid_1's f1_score: 0.797499 [20] training's binary_logloss: 0.304838 training's f1_score: 0.770085 valid_1's binary_logloss: 0.388537 valid_1's f1_score: 0.794947 [30] training's binary_logloss: 0.279287 training's f1_score: 0.789889 valid_1's binary_logloss: 0.397228 valid_1's f1_score: 0.783333 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268103 training's f1_score: 0.796754 valid_1's binary_logloss: 0.39868 valid_1's f1_score: 0.785714 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341949 training's f1_score: 0.783477 valid_1's binary_logloss: 0.351314 valid_1's f1_score: 0.657941
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.307778 training's f1_score: 0.800307 valid_1's binary_logloss: 0.349153 valid_1's f1_score: 0.668389 [30] training's binary_logloss: 0.281309 training's f1_score: 0.819352 valid_1's binary_logloss: 0.346793 valid_1's f1_score: 0.67474 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266661 training's f1_score: 0.827124 valid_1's binary_logloss: 0.340222 valid_1's f1_score: 0.66726 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326658 training's f1_score: 0.788142 valid_1's binary_logloss: 0.407269 valid_1's f1_score: 0.623549 [20] training's binary_logloss: 0.290318 training's f1_score: 0.809946 valid_1's binary_logloss: 0.405068 valid_1's f1_score: 0.632193 [30] training's binary_logloss: 0.264654 training's f1_score: 0.828553 valid_1's binary_logloss: 0.409372 valid_1's f1_score: 0.623638 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24992 training's f1_score: 0.842388 valid_1's binary_logloss: 0.40786 valid_1's f1_score: 0.635215
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333271 training's f1_score: 0.757622 valid_1's binary_logloss: 0.39941 valid_1's f1_score: 0.776309 [20] training's binary_logloss: 0.301059 training's f1_score: 0.781546 valid_1's binary_logloss: 0.397262 valid_1's f1_score: 0.784335 [30] training's binary_logloss: 0.272702 training's f1_score: 0.801803 valid_1's binary_logloss: 0.397645 valid_1's f1_score: 0.778202 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261232 training's f1_score: 0.812435 valid_1's binary_logloss: 0.400569 valid_1's f1_score: 0.779476 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340449 training's f1_score: 0.771868 valid_1's binary_logloss: 0.349596 valid_1's f1_score: 0.736121
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304083 training's f1_score: 0.793208 valid_1's binary_logloss: 0.347764 valid_1's f1_score: 0.73251 [30] training's binary_logloss: 0.275062 training's f1_score: 0.817635 valid_1's binary_logloss: 0.349092 valid_1's f1_score: 0.741047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26154 training's f1_score: 0.826044 valid_1's binary_logloss: 0.349216 valid_1's f1_score: 0.740179 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.340444 training's f1_score: 0.744568 valid_1's binary_logloss: 0.390855 valid_1's f1_score: 0.79322 [20] training's binary_logloss: 0.301715 training's f1_score: 0.768911 valid_1's binary_logloss: 0.393029 valid_1's f1_score: 0.790878 [30] training's binary_logloss: 0.27886 training's f1_score: 0.789529 valid_1's binary_logloss: 0.392335 valid_1's f1_score: 0.79396 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264421 training's f1_score: 0.802177 valid_1's binary_logloss: 0.393751 valid_1's f1_score: 0.792138
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.34145 training's f1_score: 0.784501 valid_1's binary_logloss: 0.349766 valid_1's f1_score: 0.663732 [20] training's binary_logloss: 0.308339 training's f1_score: 0.801415 valid_1's binary_logloss: 0.347888 valid_1's f1_score: 0.657941 [30] training's binary_logloss: 0.281825 training's f1_score: 0.818533 valid_1's binary_logloss: 0.346859 valid_1's f1_score: 0.663709 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267235 training's f1_score: 0.828079 valid_1's binary_logloss: 0.342963 valid_1's f1_score: 0.654867 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323861 training's f1_score: 0.793023 valid_1's binary_logloss: 0.406701 valid_1's f1_score: 0.618212
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.290988 training's f1_score: 0.81087 valid_1's binary_logloss: 0.405511 valid_1's f1_score: 0.629382 [30] training's binary_logloss: 0.268238 training's f1_score: 0.823825 valid_1's binary_logloss: 0.411371 valid_1's f1_score: 0.627713 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251235 training's f1_score: 0.836674 valid_1's binary_logloss: 0.408788 valid_1's f1_score: 0.62616 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331219 training's f1_score: 0.759186 valid_1's binary_logloss: 0.401623 valid_1's f1_score: 0.778367 [20] training's binary_logloss: 0.29887 training's f1_score: 0.778785 valid_1's binary_logloss: 0.399946 valid_1's f1_score: 0.777002 [30] training's binary_logloss: 0.272125 training's f1_score: 0.802778 valid_1's binary_logloss: 0.402301 valid_1's f1_score: 0.776509 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257968 training's f1_score: 0.816852 valid_1's binary_logloss: 0.402939 valid_1's f1_score: 0.776201
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33808 training's f1_score: 0.771997 valid_1's binary_logloss: 0.344993 valid_1's f1_score: 0.739191 [20] training's binary_logloss: 0.30277 training's f1_score: 0.794662 valid_1's binary_logloss: 0.343501 valid_1's f1_score: 0.747754 [30] training's binary_logloss: 0.275742 training's f1_score: 0.814731 valid_1's binary_logloss: 0.345188 valid_1's f1_score: 0.747433 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263996 training's f1_score: 0.82564 valid_1's binary_logloss: 0.345066 valid_1's f1_score: 0.746722 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341287 training's f1_score: 0.745507 valid_1's binary_logloss: 0.385812 valid_1's f1_score: 0.79362
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.305977 training's f1_score: 0.772522 valid_1's binary_logloss: 0.38675 valid_1's f1_score: 0.798828 [30] training's binary_logloss: 0.280689 training's f1_score: 0.789695 valid_1's binary_logloss: 0.389016 valid_1's f1_score: 0.792247 Early stopping, best iteration is: [5] training's binary_logloss: 0.363415 training's f1_score: 0.740516 valid_1's binary_logloss: 0.401795 valid_1's f1_score: 0.803785 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.339145 training's f1_score: 0.783663 valid_1's binary_logloss: 0.348667 valid_1's f1_score: 0.663139 [20] training's binary_logloss: 0.310965 training's f1_score: 0.796146 valid_1's binary_logloss: 0.35022 valid_1's f1_score: 0.668954 [30] training's binary_logloss: 0.284762 training's f1_score: 0.813512 valid_1's binary_logloss: 0.347848 valid_1's f1_score: 0.663257 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2697 training's f1_score: 0.822526 valid_1's binary_logloss: 0.346498 valid_1's f1_score: 0.661996
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322167 training's f1_score: 0.79313 valid_1's binary_logloss: 0.404858 valid_1's f1_score: 0.62716 [20] training's binary_logloss: 0.287633 training's f1_score: 0.815092 valid_1's binary_logloss: 0.411411 valid_1's f1_score: 0.637802 [30] training's binary_logloss: 0.268553 training's f1_score: 0.825631 valid_1's binary_logloss: 0.408519 valid_1's f1_score: 0.629723 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251149 training's f1_score: 0.838252 valid_1's binary_logloss: 0.40622 valid_1's f1_score: 0.631668 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32987 training's f1_score: 0.758387 valid_1's binary_logloss: 0.400728 valid_1's f1_score: 0.776483
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295339 training's f1_score: 0.783551 valid_1's binary_logloss: 0.397264 valid_1's f1_score: 0.776521 [30] training's binary_logloss: 0.268417 training's f1_score: 0.805671 valid_1's binary_logloss: 0.400715 valid_1's f1_score: 0.777899 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255066 training's f1_score: 0.818292 valid_1's binary_logloss: 0.400889 valid_1's f1_score: 0.775398 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.334143 training's f1_score: 0.777276 valid_1's binary_logloss: 0.347686 valid_1's f1_score: 0.743448 [20] training's binary_logloss: 0.3025 training's f1_score: 0.794374 valid_1's binary_logloss: 0.34512 valid_1's f1_score: 0.739011 [30] training's binary_logloss: 0.274696 training's f1_score: 0.815198 valid_1's binary_logloss: 0.345187 valid_1's f1_score: 0.744856 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263136 training's f1_score: 0.82502 valid_1's binary_logloss: 0.345878 valid_1's f1_score: 0.744154
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336179 training's f1_score: 0.742324 valid_1's binary_logloss: 0.387729 valid_1's f1_score: 0.793849 [20] training's binary_logloss: 0.301425 training's f1_score: 0.76774 valid_1's binary_logloss: 0.384935 valid_1's f1_score: 0.792233 [30] training's binary_logloss: 0.273836 training's f1_score: 0.790901 valid_1's binary_logloss: 0.385099 valid_1's f1_score: 0.793204 Early stopping, best iteration is: [4] training's binary_logloss: 0.375818 training's f1_score: 0.731303 valid_1's binary_logloss: 0.414888 valid_1's f1_score: 0.805444 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338231 training's f1_score: 0.78027 valid_1's binary_logloss: 0.344308 valid_1's f1_score: 0.669027
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.309454 training's f1_score: 0.79755 valid_1's binary_logloss: 0.339981 valid_1's f1_score: 0.675886 [30] training's binary_logloss: 0.28498 training's f1_score: 0.816949 valid_1's binary_logloss: 0.33489 valid_1's f1_score: 0.672535 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270721 training's f1_score: 0.825535 valid_1's binary_logloss: 0.330191 valid_1's f1_score: 0.678603 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.322353 training's f1_score: 0.795575 valid_1's binary_logloss: 0.411753 valid_1's f1_score: 0.601467 [20] training's binary_logloss: 0.287772 training's f1_score: 0.811866 valid_1's binary_logloss: 0.409187 valid_1's f1_score: 0.619087 [30] training's binary_logloss: 0.263542 training's f1_score: 0.830069 valid_1's binary_logloss: 0.409215 valid_1's f1_score: 0.62116 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247688 training's f1_score: 0.838526 valid_1's binary_logloss: 0.410462 valid_1's f1_score: 0.612628
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327482 training's f1_score: 0.765755 valid_1's binary_logloss: 0.397924 valid_1's f1_score: 0.771277 [20] training's binary_logloss: 0.293974 training's f1_score: 0.788815 valid_1's binary_logloss: 0.392375 valid_1's f1_score: 0.778742 [30] training's binary_logloss: 0.267163 training's f1_score: 0.806485 valid_1's binary_logloss: 0.393969 valid_1's f1_score: 0.780407 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254318 training's f1_score: 0.816291 valid_1's binary_logloss: 0.39646 valid_1's f1_score: 0.782848 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334797 training's f1_score: 0.777778 valid_1's binary_logloss: 0.342986 valid_1's f1_score: 0.753664
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.305141 training's f1_score: 0.79728 valid_1's binary_logloss: 0.339456 valid_1's f1_score: 0.748432 [30] training's binary_logloss: 0.280863 training's f1_score: 0.809446 valid_1's binary_logloss: 0.340345 valid_1's f1_score: 0.75122 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265192 training's f1_score: 0.82535 valid_1's binary_logloss: 0.343824 valid_1's f1_score: 0.74948 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33324 training's f1_score: 0.74953 valid_1's binary_logloss: 0.384074 valid_1's f1_score: 0.795585 [20] training's binary_logloss: 0.297151 training's f1_score: 0.770235 valid_1's binary_logloss: 0.386028 valid_1's f1_score: 0.793834 [30] training's binary_logloss: 0.268591 training's f1_score: 0.796174 valid_1's binary_logloss: 0.384459 valid_1's f1_score: 0.79666 Early stopping, best iteration is: [5] training's binary_logloss: 0.361059 training's f1_score: 0.744828 valid_1's binary_logloss: 0.399916 valid_1's f1_score: 0.804552
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335448 training's f1_score: 0.787228 valid_1's binary_logloss: 0.339663 valid_1's f1_score: 0.672029 [20] training's binary_logloss: 0.303169 training's f1_score: 0.803254 valid_1's binary_logloss: 0.336046 valid_1's f1_score: 0.66433 [30] training's binary_logloss: 0.278588 training's f1_score: 0.820339 valid_1's binary_logloss: 0.335954 valid_1's f1_score: 0.670753 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261834 training's f1_score: 0.830783 valid_1's binary_logloss: 0.332831 valid_1's f1_score: 0.666667 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319148 training's f1_score: 0.793626 valid_1's binary_logloss: 0.405877 valid_1's f1_score: 0.612552
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.28553 training's f1_score: 0.810296 valid_1's binary_logloss: 0.413234 valid_1's f1_score: 0.623225 [30] training's binary_logloss: 0.259392 training's f1_score: 0.828985 valid_1's binary_logloss: 0.419232 valid_1's f1_score: 0.619169 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244811 training's f1_score: 0.843918 valid_1's binary_logloss: 0.414773 valid_1's f1_score: 0.615385 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32627 training's f1_score: 0.762502 valid_1's binary_logloss: 0.396244 valid_1's f1_score: 0.781646 [20] training's binary_logloss: 0.289881 training's f1_score: 0.78629 valid_1's binary_logloss: 0.396528 valid_1's f1_score: 0.771645 [30] training's binary_logloss: 0.261184 training's f1_score: 0.809771 valid_1's binary_logloss: 0.398141 valid_1's f1_score: 0.771335 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247333 training's f1_score: 0.822238 valid_1's binary_logloss: 0.402049 valid_1's f1_score: 0.76974
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332324 training's f1_score: 0.778715 valid_1's binary_logloss: 0.345631 valid_1's f1_score: 0.743733 [20] training's binary_logloss: 0.30098 training's f1_score: 0.796135 valid_1's binary_logloss: 0.344007 valid_1's f1_score: 0.750867 [30] training's binary_logloss: 0.271063 training's f1_score: 0.816307 valid_1's binary_logloss: 0.348212 valid_1's f1_score: 0.742897 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259419 training's f1_score: 0.829507 valid_1's binary_logloss: 0.347567 valid_1's f1_score: 0.744607 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332968 training's f1_score: 0.745392 valid_1's binary_logloss: 0.383895 valid_1's f1_score: 0.794245
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298936 training's f1_score: 0.770427 valid_1's binary_logloss: 0.382498 valid_1's f1_score: 0.800781 [30] training's binary_logloss: 0.271232 training's f1_score: 0.793735 valid_1's binary_logloss: 0.386524 valid_1's f1_score: 0.797244 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25573 training's f1_score: 0.808662 valid_1's binary_logloss: 0.388137 valid_1's f1_score: 0.793494 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335394 training's f1_score: 0.784332 valid_1's binary_logloss: 0.345822 valid_1's f1_score: 0.665511 [20] training's binary_logloss: 0.29896 training's f1_score: 0.807297 valid_1's binary_logloss: 0.339511 valid_1's f1_score: 0.669558 [30] training's binary_logloss: 0.273208 training's f1_score: 0.822332 valid_1's binary_logloss: 0.33236 valid_1's f1_score: 0.670764 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256962 training's f1_score: 0.83367 valid_1's binary_logloss: 0.332434 valid_1's f1_score: 0.668421
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318402 training's f1_score: 0.795158 valid_1's binary_logloss: 0.409311 valid_1's f1_score: 0.625 [20] training's binary_logloss: 0.2878 training's f1_score: 0.814077 valid_1's binary_logloss: 0.409755 valid_1's f1_score: 0.63 [30] training's binary_logloss: 0.262119 training's f1_score: 0.82959 valid_1's binary_logloss: 0.410059 valid_1's f1_score: 0.621507 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247191 training's f1_score: 0.841225 valid_1's binary_logloss: 0.409098 valid_1's f1_score: 0.625641 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323156 training's f1_score: 0.768706 valid_1's binary_logloss: 0.39576 valid_1's f1_score: 0.778667
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.290779 training's f1_score: 0.787524 valid_1's binary_logloss: 0.394827 valid_1's f1_score: 0.778742 [30] training's binary_logloss: 0.261215 training's f1_score: 0.808895 valid_1's binary_logloss: 0.394592 valid_1's f1_score: 0.779902 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249397 training's f1_score: 0.824166 valid_1's binary_logloss: 0.398381 valid_1's f1_score: 0.772026 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333615 training's f1_score: 0.775248 valid_1's binary_logloss: 0.347729 valid_1's f1_score: 0.741913 [20] training's binary_logloss: 0.299551 training's f1_score: 0.798903 valid_1's binary_logloss: 0.340303 valid_1's f1_score: 0.745367 [30] training's binary_logloss: 0.273175 training's f1_score: 0.816499 valid_1's binary_logloss: 0.340157 valid_1's f1_score: 0.744444 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259662 training's f1_score: 0.825974 valid_1's binary_logloss: 0.343251 valid_1's f1_score: 0.74162
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334671 training's f1_score: 0.748548 valid_1's binary_logloss: 0.37941 valid_1's f1_score: 0.805019 [20] training's binary_logloss: 0.298258 training's f1_score: 0.771088 valid_1's binary_logloss: 0.389171 valid_1's f1_score: 0.794203 [30] training's binary_logloss: 0.270528 training's f1_score: 0.792976 valid_1's binary_logloss: 0.390461 valid_1's f1_score: 0.791992 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253467 training's f1_score: 0.811491 valid_1's binary_logloss: 0.390552 valid_1's f1_score: 0.78937 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332919 training's f1_score: 0.784601 valid_1's binary_logloss: 0.344267 valid_1's f1_score: 0.658558
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300643 training's f1_score: 0.802991 valid_1's binary_logloss: 0.34384 valid_1's f1_score: 0.665517 [30] training's binary_logloss: 0.278549 training's f1_score: 0.819188 valid_1's binary_logloss: 0.345216 valid_1's f1_score: 0.663771 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260816 training's f1_score: 0.831032 valid_1's binary_logloss: 0.340526 valid_1's f1_score: 0.659071 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.317605 training's f1_score: 0.79344 valid_1's binary_logloss: 0.407731 valid_1's f1_score: 0.616145 [20] training's binary_logloss: 0.285919 training's f1_score: 0.812588 valid_1's binary_logloss: 0.410021 valid_1's f1_score: 0.624896 [30] training's binary_logloss: 0.265827 training's f1_score: 0.824914 valid_1's binary_logloss: 0.405796 valid_1's f1_score: 0.629382 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249067 training's f1_score: 0.838537 valid_1's binary_logloss: 0.407408 valid_1's f1_score: 0.620865
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322793 training's f1_score: 0.765907 valid_1's binary_logloss: 0.392453 valid_1's f1_score: 0.781867 [20] training's binary_logloss: 0.287372 training's f1_score: 0.791538 valid_1's binary_logloss: 0.388842 valid_1's f1_score: 0.778675 [30] training's binary_logloss: 0.259148 training's f1_score: 0.809243 valid_1's binary_logloss: 0.390549 valid_1's f1_score: 0.774892 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247383 training's f1_score: 0.819951 valid_1's binary_logloss: 0.390897 valid_1's f1_score: 0.772852 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333616 training's f1_score: 0.775439 valid_1's binary_logloss: 0.346662 valid_1's f1_score: 0.744666
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298977 training's f1_score: 0.793226 valid_1's binary_logloss: 0.341723 valid_1's f1_score: 0.741869 [30] training's binary_logloss: 0.267782 training's f1_score: 0.821748 valid_1's binary_logloss: 0.341931 valid_1's f1_score: 0.745316 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256896 training's f1_score: 0.830287 valid_1's binary_logloss: 0.343512 valid_1's f1_score: 0.743215 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33271 training's f1_score: 0.746407 valid_1's binary_logloss: 0.380634 valid_1's f1_score: 0.79923 [20] training's binary_logloss: 0.300538 training's f1_score: 0.771591 valid_1's binary_logloss: 0.384335 valid_1's f1_score: 0.792671 [30] training's binary_logloss: 0.271733 training's f1_score: 0.791812 valid_1's binary_logloss: 0.388983 valid_1's f1_score: 0.78999 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254872 training's f1_score: 0.808834 valid_1's binary_logloss: 0.386352 valid_1's f1_score: 0.786484
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334552 training's f1_score: 0.785955 valid_1's binary_logloss: 0.346863 valid_1's f1_score: 0.660328 [20] training's binary_logloss: 0.300182 training's f1_score: 0.805283 valid_1's binary_logloss: 0.341847 valid_1's f1_score: 0.658579 [30] training's binary_logloss: 0.27332 training's f1_score: 0.824038 valid_1's binary_logloss: 0.343027 valid_1's f1_score: 0.657293 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256926 training's f1_score: 0.836199 valid_1's binary_logloss: 0.34091 valid_1's f1_score: 0.657269 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.316918 training's f1_score: 0.799315 valid_1's binary_logloss: 0.407235 valid_1's f1_score: 0.613355
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.287485 training's f1_score: 0.812246 valid_1's binary_logloss: 0.412097 valid_1's f1_score: 0.620517 [30] training's binary_logloss: 0.264769 training's f1_score: 0.826402 valid_1's binary_logloss: 0.421235 valid_1's f1_score: 0.614991 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249032 training's f1_score: 0.840057 valid_1's binary_logloss: 0.420431 valid_1's f1_score: 0.618307 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.322353 training's f1_score: 0.767943 valid_1's binary_logloss: 0.396426 valid_1's f1_score: 0.784272 [20] training's binary_logloss: 0.287579 training's f1_score: 0.789546 valid_1's binary_logloss: 0.38762 valid_1's f1_score: 0.789247 [30] training's binary_logloss: 0.264312 training's f1_score: 0.809078 valid_1's binary_logloss: 0.394207 valid_1's f1_score: 0.781471 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252292 training's f1_score: 0.81875 valid_1's binary_logloss: 0.398405 valid_1's f1_score: 0.785753
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333327 training's f1_score: 0.774792 valid_1's binary_logloss: 0.347013 valid_1's f1_score: 0.74674 [20] training's binary_logloss: 0.301427 training's f1_score: 0.793142 valid_1's binary_logloss: 0.343181 valid_1's f1_score: 0.748113 [30] training's binary_logloss: 0.272865 training's f1_score: 0.816631 valid_1's binary_logloss: 0.342912 valid_1's f1_score: 0.752078 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260877 training's f1_score: 0.82449 valid_1's binary_logloss: 0.340691 valid_1's f1_score: 0.756944 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331391 training's f1_score: 0.750556 valid_1's binary_logloss: 0.381671 valid_1's f1_score: 0.798654
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297776 training's f1_score: 0.77377 valid_1's binary_logloss: 0.391464 valid_1's f1_score: 0.79205 [30] training's binary_logloss: 0.267894 training's f1_score: 0.79993 valid_1's binary_logloss: 0.397448 valid_1's f1_score: 0.787819 Early stopping, best iteration is: [3] training's binary_logloss: 0.388546 training's f1_score: 0.733674 valid_1's binary_logloss: 0.432263 valid_1's f1_score: 0.803158 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332475 training's f1_score: 0.787016 valid_1's binary_logloss: 0.341566 valid_1's f1_score: 0.668416 [20] training's binary_logloss: 0.300872 training's f1_score: 0.803604 valid_1's binary_logloss: 0.333601 valid_1's f1_score: 0.669521 [30] training's binary_logloss: 0.276796 training's f1_score: 0.817455 valid_1's binary_logloss: 0.330799 valid_1's f1_score: 0.662057 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261191 training's f1_score: 0.828227 valid_1's binary_logloss: 0.327861 valid_1's f1_score: 0.669619 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318056 training's f1_score: 0.791705 valid_1's binary_logloss: 0.408795 valid_1's f1_score: 0.602785 [20] training's binary_logloss: 0.287676 training's f1_score: 0.812258 valid_1's binary_logloss: 0.401966 valid_1's f1_score: 0.633943
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.264032 training's f1_score: 0.832265 valid_1's binary_logloss: 0.407097 valid_1's f1_score: 0.627615 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24955 training's f1_score: 0.84108 valid_1's binary_logloss: 0.407813 valid_1's f1_score: 0.621849 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323712 training's f1_score: 0.766045 valid_1's binary_logloss: 0.399068 valid_1's f1_score: 0.778135
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.290492 training's f1_score: 0.78548 valid_1's binary_logloss: 0.393893 valid_1's f1_score: 0.781065 [30] training's binary_logloss: 0.259976 training's f1_score: 0.807285 valid_1's binary_logloss: 0.399747 valid_1's f1_score: 0.781046 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24456 training's f1_score: 0.824555 valid_1's binary_logloss: 0.40441 valid_1's f1_score: 0.778443 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330318 training's f1_score: 0.777314 valid_1's binary_logloss: 0.341759 valid_1's f1_score: 0.743677 [20] training's binary_logloss: 0.295735 training's f1_score: 0.799805 valid_1's binary_logloss: 0.343059 valid_1's f1_score: 0.736482 [30] training's binary_logloss: 0.266436 training's f1_score: 0.822952 valid_1's binary_logloss: 0.338672 valid_1's f1_score: 0.738144 Early stopping, best iteration is: [3] training's binary_logloss: 0.406637 training's f1_score: 0.756342 valid_1's binary_logloss: 0.392859 valid_1's f1_score: 0.745156
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331014 training's f1_score: 0.752519 valid_1's binary_logloss: 0.378506 valid_1's f1_score: 0.79572 [20] training's binary_logloss: 0.298165 training's f1_score: 0.768967 valid_1's binary_logloss: 0.385841 valid_1's f1_score: 0.794971 [30] training's binary_logloss: 0.266937 training's f1_score: 0.798318 valid_1's binary_logloss: 0.393228 valid_1's f1_score: 0.789294 Early stopping, best iteration is: [5] training's binary_logloss: 0.36042 training's f1_score: 0.74065 valid_1's binary_logloss: 0.395507 valid_1's f1_score: 0.805143 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331422 training's f1_score: 0.791155 valid_1's binary_logloss: 0.344601 valid_1's f1_score: 0.659776
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.302423 training's f1_score: 0.806392 valid_1's binary_logloss: 0.341423 valid_1's f1_score: 0.658764 [30] training's binary_logloss: 0.276232 training's f1_score: 0.82411 valid_1's binary_logloss: 0.338699 valid_1's f1_score: 0.655766 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261069 training's f1_score: 0.835175 valid_1's binary_logloss: 0.339766 valid_1's f1_score: 0.660328 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.31809 training's f1_score: 0.8 valid_1's binary_logloss: 0.402949 valid_1's f1_score: 0.62314 [20] training's binary_logloss: 0.284195 training's f1_score: 0.812734 valid_1's binary_logloss: 0.397027 valid_1's f1_score: 0.631841 [30] training's binary_logloss: 0.260367 training's f1_score: 0.828432 valid_1's binary_logloss: 0.395565 valid_1's f1_score: 0.628571 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244398 training's f1_score: 0.839842 valid_1's binary_logloss: 0.396381 valid_1's f1_score: 0.628571
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323549 training's f1_score: 0.767255 valid_1's binary_logloss: 0.394351 valid_1's f1_score: 0.783395 [20] training's binary_logloss: 0.293069 training's f1_score: 0.787172 valid_1's binary_logloss: 0.39292 valid_1's f1_score: 0.782609 [30] training's binary_logloss: 0.261212 training's f1_score: 0.809399 valid_1's binary_logloss: 0.401327 valid_1's f1_score: 0.776573 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247757 training's f1_score: 0.822521 valid_1's binary_logloss: 0.405136 valid_1's f1_score: 0.766098 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331741 training's f1_score: 0.775594 valid_1's binary_logloss: 0.34392 valid_1's f1_score: 0.743051
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29849 training's f1_score: 0.795037 valid_1's binary_logloss: 0.343144 valid_1's f1_score: 0.740589 [30] training's binary_logloss: 0.270881 training's f1_score: 0.816094 valid_1's binary_logloss: 0.344309 valid_1's f1_score: 0.745205 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256291 training's f1_score: 0.825511 valid_1's binary_logloss: 0.347707 valid_1's f1_score: 0.739461
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329764 training's f1_score: 0.751616 valid_1's binary_logloss: 0.381404 valid_1's f1_score: 0.796154 [20] training's binary_logloss: 0.300042 training's f1_score: 0.774327 valid_1's binary_logloss: 0.386381 valid_1's f1_score: 0.799031 [30] training's binary_logloss: 0.272011 training's f1_score: 0.790568 valid_1's binary_logloss: 0.388743 valid_1's f1_score: 0.79511 Early stopping, best iteration is: [4] training's binary_logloss: 0.369925 training's f1_score: 0.739978 valid_1's binary_logloss: 0.408431 valid_1's f1_score: 0.805051 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33254 training's f1_score: 0.790404 valid_1's binary_logloss: 0.343029 valid_1's f1_score: 0.668412 [20] training's binary_logloss: 0.29952 training's f1_score: 0.803873 valid_1's binary_logloss: 0.33959 valid_1's f1_score: 0.662681 [30] training's binary_logloss: 0.27497 training's f1_score: 0.822892 valid_1's binary_logloss: 0.334145 valid_1's f1_score: 0.657986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260911 training's f1_score: 0.834346 valid_1's binary_logloss: 0.327823 valid_1's f1_score: 0.666087 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.317158 training's f1_score: 0.798382 valid_1's binary_logloss: 0.404575 valid_1's f1_score: 0.6132 [20] training's binary_logloss: 0.283779 training's f1_score: 0.812393 valid_1's binary_logloss: 0.402554 valid_1's f1_score: 0.623568 [30] training's binary_logloss: 0.262104 training's f1_score: 0.827759 valid_1's binary_logloss: 0.400146 valid_1's f1_score: 0.630962 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246707 training's f1_score: 0.838098 valid_1's binary_logloss: 0.39758 valid_1's f1_score: 0.62775 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.320202 training's f1_score: 0.767756 valid_1's binary_logloss: 0.393517 valid_1's f1_score: 0.781683
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.287506 training's f1_score: 0.791342 valid_1's binary_logloss: 0.392114 valid_1's f1_score: 0.783974 [30] training's binary_logloss: 0.259214 training's f1_score: 0.81334 valid_1's binary_logloss: 0.398074 valid_1's f1_score: 0.778443 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244884 training's f1_score: 0.827538 valid_1's binary_logloss: 0.400839 valid_1's f1_score: 0.780165 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333092 training's f1_score: 0.775381 valid_1's binary_logloss: 0.342653 valid_1's f1_score: 0.746955 [20] training's binary_logloss: 0.296096 training's f1_score: 0.796395 valid_1's binary_logloss: 0.335399 valid_1's f1_score: 0.752218 [30] training's binary_logloss: 0.267854 training's f1_score: 0.818005 valid_1's binary_logloss: 0.339932 valid_1's f1_score: 0.753941 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255685 training's f1_score: 0.82799 valid_1's binary_logloss: 0.339073 valid_1's f1_score: 0.755678 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328742 training's f1_score: 0.750339 valid_1's binary_logloss: 0.384088 valid_1's f1_score: 0.789474
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298693 training's f1_score: 0.772892 valid_1's binary_logloss: 0.391692 valid_1's f1_score: 0.787028 [30] training's binary_logloss: 0.268675 training's f1_score: 0.794966 valid_1's binary_logloss: 0.396882 valid_1's f1_score: 0.789628 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253974 training's f1_score: 0.810935 valid_1's binary_logloss: 0.395135 valid_1's f1_score: 0.788414 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330106 training's f1_score: 0.79129 valid_1's binary_logloss: 0.340092 valid_1's f1_score: 0.676573 [20] training's binary_logloss: 0.299392 training's f1_score: 0.807362 valid_1's binary_logloss: 0.334225 valid_1's f1_score: 0.66436 [30] training's binary_logloss: 0.275612 training's f1_score: 0.822071 valid_1's binary_logloss: 0.338792 valid_1's f1_score: 0.659668 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257974 training's f1_score: 0.831649 valid_1's binary_logloss: 0.332523 valid_1's f1_score: 0.663121 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.316469 training's f1_score: 0.795483 valid_1's binary_logloss: 0.403222 valid_1's f1_score: 0.624585
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.284035 training's f1_score: 0.8132 valid_1's binary_logloss: 0.405727 valid_1's f1_score: 0.620747 [30] training's binary_logloss: 0.259913 training's f1_score: 0.829291 valid_1's binary_logloss: 0.404772 valid_1's f1_score: 0.619694 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242461 training's f1_score: 0.844255 valid_1's binary_logloss: 0.414365 valid_1's f1_score: 0.619863 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.322812 training's f1_score: 0.768158 valid_1's binary_logloss: 0.393606 valid_1's f1_score: 0.781585 [20] training's binary_logloss: 0.291068 training's f1_score: 0.783382 valid_1's binary_logloss: 0.39 valid_1's f1_score: 0.788901 [30] training's binary_logloss: 0.264601 training's f1_score: 0.8058 valid_1's binary_logloss: 0.392499 valid_1's f1_score: 0.780274 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250687 training's f1_score: 0.818134 valid_1's binary_logloss: 0.395982 valid_1's f1_score: 0.78304 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329311 training's f1_score: 0.775582 valid_1's binary_logloss: 0.341323 valid_1's f1_score: 0.738063
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295996 training's f1_score: 0.8 valid_1's binary_logloss: 0.335701 valid_1's f1_score: 0.740791 [30] training's binary_logloss: 0.270316 training's f1_score: 0.816764 valid_1's binary_logloss: 0.337014 valid_1's f1_score: 0.745578 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255061 training's f1_score: 0.829484 valid_1's binary_logloss: 0.33869 valid_1's f1_score: 0.73568 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326177 training's f1_score: 0.755479 valid_1's binary_logloss: 0.379706 valid_1's f1_score: 0.796898 [20] training's binary_logloss: 0.295439 training's f1_score: 0.774849 valid_1's binary_logloss: 0.385169 valid_1's f1_score: 0.793054 [30] training's binary_logloss: 0.266334 training's f1_score: 0.800911 valid_1's binary_logloss: 0.388993 valid_1's f1_score: 0.791973 Early stopping, best iteration is: [5] training's binary_logloss: 0.35908 training's f1_score: 0.740457 valid_1's binary_logloss: 0.398608 valid_1's f1_score: 0.803536 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333101 training's f1_score: 0.787907 valid_1's binary_logloss: 0.345877 valid_1's f1_score: 0.674617
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298195 training's f1_score: 0.804234 valid_1's binary_logloss: 0.338817 valid_1's f1_score: 0.667238 [30] training's binary_logloss: 0.275746 training's f1_score: 0.819556 valid_1's binary_logloss: 0.338134 valid_1's f1_score: 0.663194 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258783 training's f1_score: 0.835196 valid_1's binary_logloss: 0.334518 valid_1's f1_score: 0.670166
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31416 training's f1_score: 0.79901 valid_1's binary_logloss: 0.415493 valid_1's f1_score: 0.611433 [20] training's binary_logloss: 0.281882 training's f1_score: 0.815068 valid_1's binary_logloss: 0.410343 valid_1's f1_score: 0.615512 [30] training's binary_logloss: 0.254529 training's f1_score: 0.834643 valid_1's binary_logloss: 0.409853 valid_1's f1_score: 0.610597 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239 training's f1_score: 0.844628 valid_1's binary_logloss: 0.415696 valid_1's f1_score: 0.600505 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32382 training's f1_score: 0.767818 valid_1's binary_logloss: 0.389454 valid_1's f1_score: 0.779082
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.291963 training's f1_score: 0.783217 valid_1's binary_logloss: 0.389549 valid_1's f1_score: 0.77879 [30] training's binary_logloss: 0.263566 training's f1_score: 0.806285 valid_1's binary_logloss: 0.39566 valid_1's f1_score: 0.776688 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248566 training's f1_score: 0.821808 valid_1's binary_logloss: 0.398382 valid_1's f1_score: 0.769062
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330343 training's f1_score: 0.778078 valid_1's binary_logloss: 0.339164 valid_1's f1_score: 0.737851 [20] training's binary_logloss: 0.298818 training's f1_score: 0.796787 valid_1's binary_logloss: 0.338653 valid_1's f1_score: 0.745879 [30] training's binary_logloss: 0.26842 training's f1_score: 0.81567 valid_1's binary_logloss: 0.337223 valid_1's f1_score: 0.749827 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255007 training's f1_score: 0.832298 valid_1's binary_logloss: 0.336621 valid_1's f1_score: 0.747741 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32539 training's f1_score: 0.756303 valid_1's binary_logloss: 0.384428 valid_1's f1_score: 0.795751
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294861 training's f1_score: 0.776186 valid_1's binary_logloss: 0.38827 valid_1's f1_score: 0.792618 [30] training's binary_logloss: 0.26296 training's f1_score: 0.800983 valid_1's binary_logloss: 0.395156 valid_1's f1_score: 0.784063 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246051 training's f1_score: 0.818037 valid_1's binary_logloss: 0.39901 valid_1's f1_score: 0.785537 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329915 training's f1_score: 0.791628 valid_1's binary_logloss: 0.340801 valid_1's f1_score: 0.673557 [20] training's binary_logloss: 0.296532 training's f1_score: 0.808999 valid_1's binary_logloss: 0.340106 valid_1's f1_score: 0.672929 [30] training's binary_logloss: 0.272902 training's f1_score: 0.825119 valid_1's binary_logloss: 0.340105 valid_1's f1_score: 0.659227 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254176 training's f1_score: 0.837808 valid_1's binary_logloss: 0.332602 valid_1's f1_score: 0.66374 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.317522 training's f1_score: 0.795755 valid_1's binary_logloss: 0.411251 valid_1's f1_score: 0.606409 [20] training's binary_logloss: 0.280646 training's f1_score: 0.817559 valid_1's binary_logloss: 0.407019 valid_1's f1_score: 0.62
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.257051 training's f1_score: 0.832263 valid_1's binary_logloss: 0.412636 valid_1's f1_score: 0.623116 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240992 training's f1_score: 0.844501 valid_1's binary_logloss: 0.410729 valid_1's f1_score: 0.621097 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322617 training's f1_score: 0.765078 valid_1's binary_logloss: 0.392029 valid_1's f1_score: 0.780172
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.286988 training's f1_score: 0.785714 valid_1's binary_logloss: 0.387873 valid_1's f1_score: 0.782891 [30] training's binary_logloss: 0.262041 training's f1_score: 0.806636 valid_1's binary_logloss: 0.395041 valid_1's f1_score: 0.779532 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244789 training's f1_score: 0.825806 valid_1's binary_logloss: 0.398033 valid_1's f1_score: 0.774052 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331036 training's f1_score: 0.771768 valid_1's binary_logloss: 0.342035 valid_1's f1_score: 0.742507 [20] training's binary_logloss: 0.296701 training's f1_score: 0.794075 valid_1's binary_logloss: 0.339212 valid_1's f1_score: 0.747103 [30] training's binary_logloss: 0.264164 training's f1_score: 0.821073 valid_1's binary_logloss: 0.33389 valid_1's f1_score: 0.74329 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250141 training's f1_score: 0.829356 valid_1's binary_logloss: 0.337314 valid_1's f1_score: 0.741511 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325241 training's f1_score: 0.757602 valid_1's binary_logloss: 0.381704 valid_1's f1_score: 0.794587
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297087 training's f1_score: 0.773549 valid_1's binary_logloss: 0.399122 valid_1's f1_score: 0.786375 [30] training's binary_logloss: 0.266478 training's f1_score: 0.799859 valid_1's binary_logloss: 0.407961 valid_1's f1_score: 0.780775 Early stopping, best iteration is: [4] training's binary_logloss: 0.367075 training's f1_score: 0.749954 valid_1's binary_logloss: 0.411634 valid_1's f1_score: 0.798579 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332646 training's f1_score: 0.787377 valid_1's binary_logloss: 0.344514 valid_1's f1_score: 0.681583 [20] training's binary_logloss: 0.299098 training's f1_score: 0.803632 valid_1's binary_logloss: 0.338765 valid_1's f1_score: 0.674678 [30] training's binary_logloss: 0.276222 training's f1_score: 0.819314 valid_1's binary_logloss: 0.340851 valid_1's f1_score: 0.679343 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256659 training's f1_score: 0.834369 valid_1's binary_logloss: 0.337022 valid_1's f1_score: 0.664903 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313601 training's f1_score: 0.795997 valid_1's binary_logloss: 0.413506 valid_1's f1_score: 0.604918 [20] training's binary_logloss: 0.282784 training's f1_score: 0.81501 valid_1's binary_logloss: 0.41217 valid_1's f1_score: 0.611707
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.258321 training's f1_score: 0.830171 valid_1's binary_logloss: 0.416286 valid_1's f1_score: 0.621667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241463 training's f1_score: 0.842902 valid_1's binary_logloss: 0.415627 valid_1's f1_score: 0.621554 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.320664 training's f1_score: 0.762114 valid_1's binary_logloss: 0.388995 valid_1's f1_score: 0.781217
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.283431 training's f1_score: 0.789456 valid_1's binary_logloss: 0.388594 valid_1's f1_score: 0.777538 [30] training's binary_logloss: 0.253692 training's f1_score: 0.820227 valid_1's binary_logloss: 0.394608 valid_1's f1_score: 0.76864 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239816 training's f1_score: 0.836097 valid_1's binary_logloss: 0.400283 valid_1's f1_score: 0.763897 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330357 training's f1_score: 0.773865 valid_1's binary_logloss: 0.341649 valid_1's f1_score: 0.73895 [20] training's binary_logloss: 0.298457 training's f1_score: 0.795243 valid_1's binary_logloss: 0.337758 valid_1's f1_score: 0.735823 [30] training's binary_logloss: 0.268606 training's f1_score: 0.818519 valid_1's binary_logloss: 0.341787 valid_1's f1_score: 0.733793 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249664 training's f1_score: 0.831439 valid_1's binary_logloss: 0.342384 valid_1's f1_score: 0.733983 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326498 training's f1_score: 0.756915 valid_1's binary_logloss: 0.374563 valid_1's f1_score: 0.798839 [20] training's binary_logloss: 0.294902 training's f1_score: 0.774238 valid_1's binary_logloss: 0.386474 valid_1's f1_score: 0.792435
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.264222 training's f1_score: 0.802395 valid_1's binary_logloss: 0.394193 valid_1's f1_score: 0.788386 Early stopping, best iteration is: [5] training's binary_logloss: 0.355089 training's f1_score: 0.748544 valid_1's binary_logloss: 0.394614 valid_1's f1_score: 0.810164 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.372412 training's f1_score: 0.760903 valid_1's binary_logloss: 0.379997 valid_1's f1_score: 0.632013
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.337895 training's f1_score: 0.777625 valid_1's binary_logloss: 0.377033 valid_1's f1_score: 0.629752 [30] training's binary_logloss: 0.314114 training's f1_score: 0.793867 valid_1's binary_logloss: 0.374203 valid_1's f1_score: 0.64027 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.299311 training's f1_score: 0.806492 valid_1's binary_logloss: 0.371695 valid_1's f1_score: 0.637706 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.358171 training's f1_score: 0.775781 valid_1's binary_logloss: 0.419637 valid_1's f1_score: 0.596965 [20] training's binary_logloss: 0.323735 training's f1_score: 0.79053 valid_1's binary_logloss: 0.419376 valid_1's f1_score: 0.614478 [30] training's binary_logloss: 0.302375 training's f1_score: 0.807067 valid_1's binary_logloss: 0.417446 valid_1's f1_score: 0.618151 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.291364 training's f1_score: 0.814475 valid_1's binary_logloss: 0.414258 valid_1's f1_score: 0.614853
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.361046 training's f1_score: 0.739204 valid_1's binary_logloss: 0.422223 valid_1's f1_score: 0.772751 [20] training's binary_logloss: 0.327132 training's f1_score: 0.761905 valid_1's binary_logloss: 0.414386 valid_1's f1_score: 0.776573 [30] training's binary_logloss: 0.302374 training's f1_score: 0.777356 valid_1's binary_logloss: 0.420125 valid_1's f1_score: 0.773246 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.290021 training's f1_score: 0.791472 valid_1's binary_logloss: 0.424072 valid_1's f1_score: 0.769568 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.37192 training's f1_score: 0.756324 valid_1's binary_logloss: 0.364332 valid_1's f1_score: 0.732453
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.342181 training's f1_score: 0.770096 valid_1's binary_logloss: 0.356616 valid_1's f1_score: 0.7343 [30] training's binary_logloss: 0.318041 training's f1_score: 0.785192 valid_1's binary_logloss: 0.35449 valid_1's f1_score: 0.728661 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.306937 training's f1_score: 0.794079 valid_1's binary_logloss: 0.352655 valid_1's f1_score: 0.7274
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.372143 training's f1_score: 0.729601 valid_1's binary_logloss: 0.417222 valid_1's f1_score: 0.790378 [20] training's binary_logloss: 0.339763 training's f1_score: 0.743616 valid_1's binary_logloss: 0.408484 valid_1's f1_score: 0.790148 [30] training's binary_logloss: 0.319266 training's f1_score: 0.758404 valid_1's binary_logloss: 0.411752 valid_1's f1_score: 0.789708 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.305318 training's f1_score: 0.768637 valid_1's binary_logloss: 0.409915 valid_1's f1_score: 0.796797 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358734 training's f1_score: 0.772134 valid_1's binary_logloss: 0.368501 valid_1's f1_score: 0.649285
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.330521 training's f1_score: 0.784296 valid_1's binary_logloss: 0.368764 valid_1's f1_score: 0.647746 [30] training's binary_logloss: 0.306695 training's f1_score: 0.803159 valid_1's binary_logloss: 0.368266 valid_1's f1_score: 0.642918 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.295307 training's f1_score: 0.807251 valid_1's binary_logloss: 0.367369 valid_1's f1_score: 0.643404
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.345891 training's f1_score: 0.77318 valid_1's binary_logloss: 0.421794 valid_1's f1_score: 0.607321 [20] training's binary_logloss: 0.314305 training's f1_score: 0.793869 valid_1's binary_logloss: 0.429428 valid_1's f1_score: 0.61139 [30] training's binary_logloss: 0.293048 training's f1_score: 0.806026 valid_1's binary_logloss: 0.424518 valid_1's f1_score: 0.612142 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.281723 training's f1_score: 0.81768 valid_1's binary_logloss: 0.420044 valid_1's f1_score: 0.614991 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.350562 training's f1_score: 0.74475 valid_1's binary_logloss: 0.41085 valid_1's f1_score: 0.772532
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.319518 training's f1_score: 0.761011 valid_1's binary_logloss: 0.409319 valid_1's f1_score: 0.767828 [30] training's binary_logloss: 0.300124 training's f1_score: 0.773375 valid_1's binary_logloss: 0.412783 valid_1's f1_score: 0.762786 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.288832 training's f1_score: 0.782071 valid_1's binary_logloss: 0.41796 valid_1's f1_score: 0.756284 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.365092 training's f1_score: 0.750599 valid_1's binary_logloss: 0.353487 valid_1's f1_score: 0.743375 [20] training's binary_logloss: 0.334201 training's f1_score: 0.767149 valid_1's binary_logloss: 0.351585 valid_1's f1_score: 0.740943 [30] training's binary_logloss: 0.310989 training's f1_score: 0.785264 valid_1's binary_logloss: 0.350274 valid_1's f1_score: 0.743169 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.299515 training's f1_score: 0.791248 valid_1's binary_logloss: 0.348785 valid_1's f1_score: 0.740741 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.359917 training's f1_score: 0.731172 valid_1's binary_logloss: 0.404874 valid_1's f1_score: 0.786805 [20] training's binary_logloss: 0.331642 training's f1_score: 0.75383 valid_1's binary_logloss: 0.414049 valid_1's f1_score: 0.780849
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.309872 training's f1_score: 0.766114 valid_1's binary_logloss: 0.417102 valid_1's f1_score: 0.77547 Early stopping, best iteration is: [3] training's binary_logloss: 0.401815 training's f1_score: 0.717847 valid_1's binary_logloss: 0.444729 valid_1's f1_score: 0.791961 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.356759 training's f1_score: 0.770744 valid_1's binary_logloss: 0.369991 valid_1's f1_score: 0.636596
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.321291 training's f1_score: 0.790029 valid_1's binary_logloss: 0.360741 valid_1's f1_score: 0.644125 [30] training's binary_logloss: 0.291845 training's f1_score: 0.812354 valid_1's binary_logloss: 0.35686 valid_1's f1_score: 0.651568 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.278217 training's f1_score: 0.818239 valid_1's binary_logloss: 0.358016 valid_1's f1_score: 0.63867 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.34215 training's f1_score: 0.775682 valid_1's binary_logloss: 0.410974 valid_1's f1_score: 0.613712 [20] training's binary_logloss: 0.30495 training's f1_score: 0.801499 valid_1's binary_logloss: 0.416071 valid_1's f1_score: 0.611018 [30] training's binary_logloss: 0.281832 training's f1_score: 0.815917 valid_1's binary_logloss: 0.420198 valid_1's f1_score: 0.608622 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268053 training's f1_score: 0.829145 valid_1's binary_logloss: 0.420742 valid_1's f1_score: 0.602041
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.345055 training's f1_score: 0.750906 valid_1's binary_logloss: 0.415153 valid_1's f1_score: 0.767255 [20] training's binary_logloss: 0.308949 training's f1_score: 0.772813 valid_1's binary_logloss: 0.40832 valid_1's f1_score: 0.767579 [30] training's binary_logloss: 0.282987 training's f1_score: 0.794052 valid_1's binary_logloss: 0.40429 valid_1's f1_score: 0.763972 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267992 training's f1_score: 0.805416 valid_1's binary_logloss: 0.407537 valid_1's f1_score: 0.763897 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358662 training's f1_score: 0.7629 valid_1's binary_logloss: 0.353174 valid_1's f1_score: 0.73904
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.322459 training's f1_score: 0.777458 valid_1's binary_logloss: 0.343993 valid_1's f1_score: 0.740843 [30] training's binary_logloss: 0.295456 training's f1_score: 0.797282 valid_1's binary_logloss: 0.340367 valid_1's f1_score: 0.742817 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.28333 training's f1_score: 0.80708 valid_1's binary_logloss: 0.340001 valid_1's f1_score: 0.742817 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.355865 training's f1_score: 0.731275 valid_1's binary_logloss: 0.413077 valid_1's f1_score: 0.790425 [20] training's binary_logloss: 0.316431 training's f1_score: 0.756039 valid_1's binary_logloss: 0.408459 valid_1's f1_score: 0.790766 [30] training's binary_logloss: 0.290717 training's f1_score: 0.780139 valid_1's binary_logloss: 0.40949 valid_1's f1_score: 0.787456 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.277796 training's f1_score: 0.793176 valid_1's binary_logloss: 0.411064 valid_1's f1_score: 0.788365
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339513 training's f1_score: 0.785331 valid_1's binary_logloss: 0.347198 valid_1's f1_score: 0.65206 [20] training's binary_logloss: 0.306975 training's f1_score: 0.800246 valid_1's binary_logloss: 0.337857 valid_1's f1_score: 0.667823 [30] training's binary_logloss: 0.279079 training's f1_score: 0.817657 valid_1's binary_logloss: 0.336363 valid_1's f1_score: 0.66549 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26924 training's f1_score: 0.823291 valid_1's binary_logloss: 0.334779 valid_1's f1_score: 0.672551 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324405 training's f1_score: 0.788133 valid_1's binary_logloss: 0.411723 valid_1's f1_score: 0.616404
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.291962 training's f1_score: 0.80855 valid_1's binary_logloss: 0.410412 valid_1's f1_score: 0.621554 [30] training's binary_logloss: 0.270999 training's f1_score: 0.823272 valid_1's binary_logloss: 0.40979 valid_1's f1_score: 0.628571 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256223 training's f1_score: 0.834169 valid_1's binary_logloss: 0.405029 valid_1's f1_score: 0.619289 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332552 training's f1_score: 0.758797 valid_1's binary_logloss: 0.399185 valid_1's f1_score: 0.775835 [20] training's binary_logloss: 0.301071 training's f1_score: 0.778503 valid_1's binary_logloss: 0.395084 valid_1's f1_score: 0.775227 [30] training's binary_logloss: 0.273973 training's f1_score: 0.798618 valid_1's binary_logloss: 0.394029 valid_1's f1_score: 0.77633 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262439 training's f1_score: 0.810614 valid_1's binary_logloss: 0.39412 valid_1's f1_score: 0.777717 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341505 training's f1_score: 0.769059 valid_1's binary_logloss: 0.338612 valid_1's f1_score: 0.75122 [20] training's binary_logloss: 0.308946 training's f1_score: 0.792865 valid_1's binary_logloss: 0.335648 valid_1's f1_score: 0.752747
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.284908 training's f1_score: 0.807313 valid_1's binary_logloss: 0.332735 valid_1's f1_score: 0.751557 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.272073 training's f1_score: 0.818374 valid_1's binary_logloss: 0.332723 valid_1's f1_score: 0.74948 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339112 training's f1_score: 0.749271 valid_1's binary_logloss: 0.382406 valid_1's f1_score: 0.791606
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.308511 training's f1_score: 0.761595 valid_1's binary_logloss: 0.383809 valid_1's f1_score: 0.792636 [30] training's binary_logloss: 0.281506 training's f1_score: 0.788462 valid_1's binary_logloss: 0.384759 valid_1's f1_score: 0.785855 Early stopping, best iteration is: [4] training's binary_logloss: 0.375944 training's f1_score: 0.731983 valid_1's binary_logloss: 0.414754 valid_1's f1_score: 0.800205 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.344246 training's f1_score: 0.779423 valid_1's binary_logloss: 0.346732 valid_1's f1_score: 0.655083 [20] training's binary_logloss: 0.312851 training's f1_score: 0.800183 valid_1's binary_logloss: 0.340734 valid_1's f1_score: 0.666088 [30] training's binary_logloss: 0.283021 training's f1_score: 0.817775 valid_1's binary_logloss: 0.334895 valid_1's f1_score: 0.668407 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.269172 training's f1_score: 0.826398 valid_1's binary_logloss: 0.333709 valid_1's f1_score: 0.673647
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32659 training's f1_score: 0.78926 valid_1's binary_logloss: 0.408992 valid_1's f1_score: 0.615513 [20] training's binary_logloss: 0.293687 training's f1_score: 0.808936 valid_1's binary_logloss: 0.409536 valid_1's f1_score: 0.616791 [30] training's binary_logloss: 0.26918 training's f1_score: 0.826407 valid_1's binary_logloss: 0.414477 valid_1's f1_score: 0.614094 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257454 training's f1_score: 0.832783 valid_1's binary_logloss: 0.413031 valid_1's f1_score: 0.613445 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332464 training's f1_score: 0.758585 valid_1's binary_logloss: 0.403688 valid_1's f1_score: 0.777002
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297233 training's f1_score: 0.784976 valid_1's binary_logloss: 0.399308 valid_1's f1_score: 0.779038 [30] training's binary_logloss: 0.271359 training's f1_score: 0.806261 valid_1's binary_logloss: 0.399888 valid_1's f1_score: 0.771949 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2598 training's f1_score: 0.817422 valid_1's binary_logloss: 0.403529 valid_1's f1_score: 0.773908 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341575 training's f1_score: 0.771204 valid_1's binary_logloss: 0.348276 valid_1's f1_score: 0.733473
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.305285 training's f1_score: 0.792587 valid_1's binary_logloss: 0.335842 valid_1's f1_score: 0.749827 [30] training's binary_logloss: 0.274867 training's f1_score: 0.817708 valid_1's binary_logloss: 0.335954 valid_1's f1_score: 0.748603 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26157 training's f1_score: 0.827215 valid_1's binary_logloss: 0.334953 valid_1's f1_score: 0.750877 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.345602 training's f1_score: 0.73919 valid_1's binary_logloss: 0.392737 valid_1's f1_score: 0.790541 [20] training's binary_logloss: 0.307359 training's f1_score: 0.767024 valid_1's binary_logloss: 0.387637 valid_1's f1_score: 0.791992 [30] training's binary_logloss: 0.281451 training's f1_score: 0.783788 valid_1's binary_logloss: 0.387741 valid_1's f1_score: 0.792304 Early stopping, best iteration is: [3] training's binary_logloss: 0.397949 training's f1_score: 0.721606 valid_1's binary_logloss: 0.444656 valid_1's f1_score: 0.802555
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341504 training's f1_score: 0.783395 valid_1's binary_logloss: 0.349268 valid_1's f1_score: 0.651685 [20] training's binary_logloss: 0.309031 training's f1_score: 0.800737 valid_1's binary_logloss: 0.346865 valid_1's f1_score: 0.651001 [30] training's binary_logloss: 0.284641 training's f1_score: 0.817251 valid_1's binary_logloss: 0.34214 valid_1's f1_score: 0.65899 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271855 training's f1_score: 0.822033 valid_1's binary_logloss: 0.337686 valid_1's f1_score: 0.662522 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325351 training's f1_score: 0.790208 valid_1's binary_logloss: 0.411094 valid_1's f1_score: 0.605809
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.289831 training's f1_score: 0.808716 valid_1's binary_logloss: 0.41119 valid_1's f1_score: 0.63 [30] training's binary_logloss: 0.26725 training's f1_score: 0.823327 valid_1's binary_logloss: 0.416431 valid_1's f1_score: 0.624161 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253209 training's f1_score: 0.833333 valid_1's binary_logloss: 0.412753 valid_1's f1_score: 0.623116 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330165 training's f1_score: 0.758119 valid_1's binary_logloss: 0.39796 valid_1's f1_score: 0.782381 [20] training's binary_logloss: 0.294677 training's f1_score: 0.782132 valid_1's binary_logloss: 0.39684 valid_1's f1_score: 0.781485 [30] training's binary_logloss: 0.267611 training's f1_score: 0.798962 valid_1's binary_logloss: 0.401869 valid_1's f1_score: 0.773595 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256414 training's f1_score: 0.810399 valid_1's binary_logloss: 0.405045 valid_1's f1_score: 0.770411 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.338218 training's f1_score: 0.773047 valid_1's binary_logloss: 0.346498 valid_1's f1_score: 0.731674 [20] training's binary_logloss: 0.303811 training's f1_score: 0.790713 valid_1's binary_logloss: 0.340055 valid_1's f1_score: 0.740843 [30] training's binary_logloss: 0.27404 training's f1_score: 0.814408 valid_1's binary_logloss: 0.339852 valid_1's f1_score: 0.742138 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263001 training's f1_score: 0.822594 valid_1's binary_logloss: 0.340628 valid_1's f1_score: 0.743375 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.341648 training's f1_score: 0.7461 valid_1's binary_logloss: 0.392082 valid_1's f1_score: 0.790063 [20] training's binary_logloss: 0.301611 training's f1_score: 0.770268 valid_1's binary_logloss: 0.391164 valid_1's f1_score: 0.791606 [30] training's binary_logloss: 0.276309 training's f1_score: 0.791805 valid_1's binary_logloss: 0.393131 valid_1's f1_score: 0.779208 Early stopping, best iteration is: [5] training's binary_logloss: 0.3667 training's f1_score: 0.739598 valid_1's binary_logloss: 0.405581 valid_1's f1_score: 0.804292 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33904 training's f1_score: 0.785878 valid_1's binary_logloss: 0.35112 valid_1's f1_score: 0.66264 [20] training's binary_logloss: 0.309319 training's f1_score: 0.800672 valid_1's binary_logloss: 0.342245 valid_1's f1_score: 0.662712
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.282172 training's f1_score: 0.817145 valid_1's binary_logloss: 0.338281 valid_1's f1_score: 0.661499 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270172 training's f1_score: 0.826303 valid_1's binary_logloss: 0.336928 valid_1's f1_score: 0.666082 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322028 training's f1_score: 0.789939 valid_1's binary_logloss: 0.410471 valid_1's f1_score: 0.61373
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.287437 training's f1_score: 0.811964 valid_1's binary_logloss: 0.415365 valid_1's f1_score: 0.618522 [30] training's binary_logloss: 0.262049 training's f1_score: 0.829774 valid_1's binary_logloss: 0.417457 valid_1's f1_score: 0.615646 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24741 training's f1_score: 0.842022 valid_1's binary_logloss: 0.414097 valid_1's f1_score: 0.614991 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327738 training's f1_score: 0.762228 valid_1's binary_logloss: 0.401535 valid_1's f1_score: 0.772004 [20] training's binary_logloss: 0.289292 training's f1_score: 0.787534 valid_1's binary_logloss: 0.405322 valid_1's f1_score: 0.76605 [30] training's binary_logloss: 0.263389 training's f1_score: 0.808126 valid_1's binary_logloss: 0.404005 valid_1's f1_score: 0.762115 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253821 training's f1_score: 0.814725 valid_1's binary_logloss: 0.406713 valid_1's f1_score: 0.76044 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336721 training's f1_score: 0.772509 valid_1's binary_logloss: 0.344531 valid_1's f1_score: 0.73743 [20] training's binary_logloss: 0.30439 training's f1_score: 0.796517 valid_1's binary_logloss: 0.342259 valid_1's f1_score: 0.742225
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.276289 training's f1_score: 0.816181 valid_1's binary_logloss: 0.342636 valid_1's f1_score: 0.748449 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261744 training's f1_score: 0.827575 valid_1's binary_logloss: 0.341744 valid_1's f1_score: 0.745316 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340434 training's f1_score: 0.74398 valid_1's binary_logloss: 0.395199 valid_1's f1_score: 0.78679
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300816 training's f1_score: 0.774059 valid_1's binary_logloss: 0.39235 valid_1's f1_score: 0.78835 [30] training's binary_logloss: 0.276997 training's f1_score: 0.791616 valid_1's binary_logloss: 0.394867 valid_1's f1_score: 0.785504 Early stopping, best iteration is: [4] training's binary_logloss: 0.376069 training's f1_score: 0.737331 valid_1's binary_logloss: 0.421465 valid_1's f1_score: 0.799163 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336172 training's f1_score: 0.785332 valid_1's binary_logloss: 0.350333 valid_1's f1_score: 0.655709 [20] training's binary_logloss: 0.304816 training's f1_score: 0.802456 valid_1's binary_logloss: 0.340777 valid_1's f1_score: 0.670669 [30] training's binary_logloss: 0.276632 training's f1_score: 0.823475 valid_1's binary_logloss: 0.333864 valid_1's f1_score: 0.666667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264993 training's f1_score: 0.828745 valid_1's binary_logloss: 0.334626 valid_1's f1_score: 0.660839 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322032 training's f1_score: 0.792021 valid_1's binary_logloss: 0.396131 valid_1's f1_score: 0.63621 [20] training's binary_logloss: 0.290664 training's f1_score: 0.810752 valid_1's binary_logloss: 0.405839 valid_1's f1_score: 0.633981
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.265277 training's f1_score: 0.825788 valid_1's binary_logloss: 0.402778 valid_1's f1_score: 0.628044 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250831 training's f1_score: 0.836558 valid_1's binary_logloss: 0.400732 valid_1's f1_score: 0.639662 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329079 training's f1_score: 0.761856 valid_1's binary_logloss: 0.394705 valid_1's f1_score: 0.778545
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29214 training's f1_score: 0.786428 valid_1's binary_logloss: 0.392902 valid_1's f1_score: 0.785408 [30] training's binary_logloss: 0.266755 training's f1_score: 0.804697 valid_1's binary_logloss: 0.39187 valid_1's f1_score: 0.783034 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25623 training's f1_score: 0.814776 valid_1's binary_logloss: 0.394854 valid_1's f1_score: 0.783224
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336315 training's f1_score: 0.775276 valid_1's binary_logloss: 0.345791 valid_1's f1_score: 0.742698 [20] training's binary_logloss: 0.304126 training's f1_score: 0.799485 valid_1's binary_logloss: 0.342087 valid_1's f1_score: 0.754325 [30] training's binary_logloss: 0.276571 training's f1_score: 0.821673 valid_1's binary_logloss: 0.340679 valid_1's f1_score: 0.756757 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262181 training's f1_score: 0.830072 valid_1's binary_logloss: 0.339418 valid_1's f1_score: 0.758188 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337076 training's f1_score: 0.748848 valid_1's binary_logloss: 0.387922 valid_1's f1_score: 0.788086
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301339 training's f1_score: 0.770057 valid_1's binary_logloss: 0.382874 valid_1's f1_score: 0.793204 [30] training's binary_logloss: 0.272045 training's f1_score: 0.794468 valid_1's binary_logloss: 0.385969 valid_1's f1_score: 0.788982 Early stopping, best iteration is: [4] training's binary_logloss: 0.376086 training's f1_score: 0.734807 valid_1's binary_logloss: 0.419165 valid_1's f1_score: 0.799581 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.334856 training's f1_score: 0.787758 valid_1's binary_logloss: 0.343357 valid_1's f1_score: 0.669611 [20] training's binary_logloss: 0.304473 training's f1_score: 0.80246 valid_1's binary_logloss: 0.340883 valid_1's f1_score: 0.665523 [30] training's binary_logloss: 0.278225 training's f1_score: 0.819333 valid_1's binary_logloss: 0.335386 valid_1's f1_score: 0.6777 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264212 training's f1_score: 0.830593 valid_1's binary_logloss: 0.334572 valid_1's f1_score: 0.671341 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321897 training's f1_score: 0.794022 valid_1's binary_logloss: 0.401821 valid_1's f1_score: 0.628333
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.287055 training's f1_score: 0.814526 valid_1's binary_logloss: 0.400321 valid_1's f1_score: 0.636672 [30] training's binary_logloss: 0.265748 training's f1_score: 0.830248 valid_1's binary_logloss: 0.404453 valid_1's f1_score: 0.647959 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251914 training's f1_score: 0.835578 valid_1's binary_logloss: 0.406805 valid_1's f1_score: 0.640478 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326072 training's f1_score: 0.765516 valid_1's binary_logloss: 0.395963 valid_1's f1_score: 0.78145 [20] training's binary_logloss: 0.289845 training's f1_score: 0.787168 valid_1's binary_logloss: 0.392731 valid_1's f1_score: 0.780755 [30] training's binary_logloss: 0.265204 training's f1_score: 0.805127 valid_1's binary_logloss: 0.392275 valid_1's f1_score: 0.78089 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253625 training's f1_score: 0.817662 valid_1's binary_logloss: 0.394354 valid_1's f1_score: 0.779661 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335374 training's f1_score: 0.772669 valid_1's binary_logloss: 0.348416 valid_1's f1_score: 0.738376 [20] training's binary_logloss: 0.300491 training's f1_score: 0.796651 valid_1's binary_logloss: 0.345285 valid_1's f1_score: 0.750858
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.275815 training's f1_score: 0.814935 valid_1's binary_logloss: 0.342922 valid_1's f1_score: 0.743894 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264929 training's f1_score: 0.82374 valid_1's binary_logloss: 0.342255 valid_1's f1_score: 0.747546 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335656 training's f1_score: 0.745671 valid_1's binary_logloss: 0.385134 valid_1's f1_score: 0.792435
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297206 training's f1_score: 0.769151 valid_1's binary_logloss: 0.388175 valid_1's f1_score: 0.802721 [30] training's binary_logloss: 0.270115 training's f1_score: 0.793706 valid_1's binary_logloss: 0.390298 valid_1's f1_score: 0.795287 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25539 training's f1_score: 0.802876 valid_1's binary_logloss: 0.39585 valid_1's f1_score: 0.791339 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33585 training's f1_score: 0.786009 valid_1's binary_logloss: 0.344488 valid_1's f1_score: 0.671221 [20] training's binary_logloss: 0.303133 training's f1_score: 0.801954 valid_1's binary_logloss: 0.337565 valid_1's f1_score: 0.675745 [30] training's binary_logloss: 0.276682 training's f1_score: 0.818699 valid_1's binary_logloss: 0.33329 valid_1's f1_score: 0.670157 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263605 training's f1_score: 0.828899 valid_1's binary_logloss: 0.328668 valid_1's f1_score: 0.674847
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31802 training's f1_score: 0.795662 valid_1's binary_logloss: 0.404213 valid_1's f1_score: 0.623006 [20] training's binary_logloss: 0.286722 training's f1_score: 0.809324 valid_1's binary_logloss: 0.403022 valid_1's f1_score: 0.627219 [30] training's binary_logloss: 0.26445 training's f1_score: 0.824578 valid_1's binary_logloss: 0.401298 valid_1's f1_score: 0.635976 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25063 training's f1_score: 0.837897 valid_1's binary_logloss: 0.40146 valid_1's f1_score: 0.635193 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322899 training's f1_score: 0.768471 valid_1's binary_logloss: 0.391058 valid_1's f1_score: 0.784418
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.290052 training's f1_score: 0.785481 valid_1's binary_logloss: 0.38886 valid_1's f1_score: 0.779151 [30] training's binary_logloss: 0.262825 training's f1_score: 0.806691 valid_1's binary_logloss: 0.396241 valid_1's f1_score: 0.777354 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249572 training's f1_score: 0.81716 valid_1's binary_logloss: 0.400245 valid_1's f1_score: 0.778022 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.334218 training's f1_score: 0.774442 valid_1's binary_logloss: 0.347653 valid_1's f1_score: 0.744505 [20] training's binary_logloss: 0.300037 training's f1_score: 0.795119 valid_1's binary_logloss: 0.34772 valid_1's f1_score: 0.752909 [30] training's binary_logloss: 0.274902 training's f1_score: 0.814779 valid_1's binary_logloss: 0.343522 valid_1's f1_score: 0.758385 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262088 training's f1_score: 0.821597 valid_1's binary_logloss: 0.341876 valid_1's f1_score: 0.757909
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333416 training's f1_score: 0.746563 valid_1's binary_logloss: 0.38431 valid_1's f1_score: 0.792888 [20] training's binary_logloss: 0.29886 training's f1_score: 0.77034 valid_1's binary_logloss: 0.388244 valid_1's f1_score: 0.787938 [30] training's binary_logloss: 0.268775 training's f1_score: 0.795029 valid_1's binary_logloss: 0.395728 valid_1's f1_score: 0.786561 Early stopping, best iteration is: [4] training's binary_logloss: 0.376843 training's f1_score: 0.728847 valid_1's binary_logloss: 0.415326 valid_1's f1_score: 0.802243 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333941 training's f1_score: 0.788221 valid_1's binary_logloss: 0.339842 valid_1's f1_score: 0.671848
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300579 training's f1_score: 0.80539 valid_1's binary_logloss: 0.336972 valid_1's f1_score: 0.671808 [30] training's binary_logloss: 0.274049 training's f1_score: 0.820926 valid_1's binary_logloss: 0.327723 valid_1's f1_score: 0.681818 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260791 training's f1_score: 0.82898 valid_1's binary_logloss: 0.326278 valid_1's f1_score: 0.67898
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318792 training's f1_score: 0.796339 valid_1's binary_logloss: 0.405788 valid_1's f1_score: 0.620573 [20] training's binary_logloss: 0.286414 training's f1_score: 0.808405 valid_1's binary_logloss: 0.403071 valid_1's f1_score: 0.623201 [30] training's binary_logloss: 0.261638 training's f1_score: 0.82655 valid_1's binary_logloss: 0.409473 valid_1's f1_score: 0.615385 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245866 training's f1_score: 0.839401 valid_1's binary_logloss: 0.408246 valid_1's f1_score: 0.6195 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32442 training's f1_score: 0.764676 valid_1's binary_logloss: 0.390848 valid_1's f1_score: 0.781217
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.28715 training's f1_score: 0.78364 valid_1's binary_logloss: 0.385414 valid_1's f1_score: 0.782515 [30] training's binary_logloss: 0.261022 training's f1_score: 0.808872 valid_1's binary_logloss: 0.383786 valid_1's f1_score: 0.785088 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251395 training's f1_score: 0.818985 valid_1's binary_logloss: 0.388581 valid_1's f1_score: 0.779307 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333992 training's f1_score: 0.774214 valid_1's binary_logloss: 0.343269 valid_1's f1_score: 0.74234 [20] training's binary_logloss: 0.297245 training's f1_score: 0.799032 valid_1's binary_logloss: 0.339134 valid_1's f1_score: 0.746021 [30] training's binary_logloss: 0.2684 training's f1_score: 0.820856 valid_1's binary_logloss: 0.341092 valid_1's f1_score: 0.742857 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255764 training's f1_score: 0.829899 valid_1's binary_logloss: 0.340711 valid_1's f1_score: 0.748432 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331841 training's f1_score: 0.74919 valid_1's binary_logloss: 0.387081 valid_1's f1_score: 0.788083 [20] training's binary_logloss: 0.298591 training's f1_score: 0.768198 valid_1's binary_logloss: 0.386172 valid_1's f1_score: 0.7896
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.269116 training's f1_score: 0.795403 valid_1's binary_logloss: 0.389345 valid_1's f1_score: 0.791973 Early stopping, best iteration is: [3] training's binary_logloss: 0.390752 training's f1_score: 0.729838 valid_1's binary_logloss: 0.437643 valid_1's f1_score: 0.794492 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332992 training's f1_score: 0.789587 valid_1's binary_logloss: 0.343731 valid_1's f1_score: 0.663786
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298633 training's f1_score: 0.809633 valid_1's binary_logloss: 0.335416 valid_1's f1_score: 0.675862 [30] training's binary_logloss: 0.274685 training's f1_score: 0.821638 valid_1's binary_logloss: 0.327377 valid_1's f1_score: 0.676548 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259245 training's f1_score: 0.835933 valid_1's binary_logloss: 0.327088 valid_1's f1_score: 0.681147 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.316775 training's f1_score: 0.795563 valid_1's binary_logloss: 0.403705 valid_1's f1_score: 0.619718 [20] training's binary_logloss: 0.286172 training's f1_score: 0.811286 valid_1's binary_logloss: 0.3997 valid_1's f1_score: 0.634064 [30] training's binary_logloss: 0.258068 training's f1_score: 0.830774 valid_1's binary_logloss: 0.407808 valid_1's f1_score: 0.62775 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242659 training's f1_score: 0.843165 valid_1's binary_logloss: 0.403459 valid_1's f1_score: 0.630491
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324319 training's f1_score: 0.763122 valid_1's binary_logloss: 0.391421 valid_1's f1_score: 0.782425 [20] training's binary_logloss: 0.290223 training's f1_score: 0.786328 valid_1's binary_logloss: 0.385905 valid_1's f1_score: 0.782703 [30] training's binary_logloss: 0.264029 training's f1_score: 0.804006 valid_1's binary_logloss: 0.390501 valid_1's f1_score: 0.777717 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253579 training's f1_score: 0.817455 valid_1's binary_logloss: 0.39551 valid_1's f1_score: 0.780755 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332022 training's f1_score: 0.778046 valid_1's binary_logloss: 0.344987 valid_1's f1_score: 0.740792
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297054 training's f1_score: 0.795758 valid_1's binary_logloss: 0.34384 valid_1's f1_score: 0.748971 [30] training's binary_logloss: 0.265913 training's f1_score: 0.821918 valid_1's binary_logloss: 0.341845 valid_1's f1_score: 0.753825 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251853 training's f1_score: 0.833633 valid_1's binary_logloss: 0.342472 valid_1's f1_score: 0.759298 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330924 training's f1_score: 0.750043 valid_1's binary_logloss: 0.382249 valid_1's f1_score: 0.786885 [20] training's binary_logloss: 0.297358 training's f1_score: 0.773347 valid_1's binary_logloss: 0.384588 valid_1's f1_score: 0.788582 [30] training's binary_logloss: 0.270408 training's f1_score: 0.793302 valid_1's binary_logloss: 0.389804 valid_1's f1_score: 0.786341 Early stopping, best iteration is: [4] training's binary_logloss: 0.373056 training's f1_score: 0.739398 valid_1's binary_logloss: 0.412589 valid_1's f1_score: 0.804504
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335016 training's f1_score: 0.784296 valid_1's binary_logloss: 0.346766 valid_1's f1_score: 0.66896 [20] training's binary_logloss: 0.299144 training's f1_score: 0.803916 valid_1's binary_logloss: 0.340536 valid_1's f1_score: 0.675192 [30] training's binary_logloss: 0.272319 training's f1_score: 0.823166 valid_1's binary_logloss: 0.342163 valid_1's f1_score: 0.67408 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258412 training's f1_score: 0.833697 valid_1's binary_logloss: 0.339036 valid_1's f1_score: 0.671889 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.315945 training's f1_score: 0.797582 valid_1's binary_logloss: 0.402439 valid_1's f1_score: 0.620339 [20] training's binary_logloss: 0.283668 training's f1_score: 0.812937 valid_1's binary_logloss: 0.402453 valid_1's f1_score: 0.623838 [30] training's binary_logloss: 0.256544 training's f1_score: 0.832598 valid_1's binary_logloss: 0.405527 valid_1's f1_score: 0.62709 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244631 training's f1_score: 0.840227 valid_1's binary_logloss: 0.403216 valid_1's f1_score: 0.624054 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322575 training's f1_score: 0.765197 valid_1's binary_logloss: 0.394755 valid_1's f1_score: 0.781731 [20] training's binary_logloss: 0.288131 training's f1_score: 0.788346 valid_1's binary_logloss: 0.392308 valid_1's f1_score: 0.780778
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.262412 training's f1_score: 0.805527 valid_1's binary_logloss: 0.389542 valid_1's f1_score: 0.774229 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248931 training's f1_score: 0.812543 valid_1's binary_logloss: 0.3954 valid_1's f1_score: 0.769657 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332085 training's f1_score: 0.776783 valid_1's binary_logloss: 0.34323 valid_1's f1_score: 0.743607
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298454 training's f1_score: 0.795069 valid_1's binary_logloss: 0.34038 valid_1's f1_score: 0.746411 [30] training's binary_logloss: 0.271393 training's f1_score: 0.815055 valid_1's binary_logloss: 0.342028 valid_1's f1_score: 0.743961 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257877 training's f1_score: 0.828319 valid_1's binary_logloss: 0.343073 valid_1's f1_score: 0.735664 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331627 training's f1_score: 0.750425 valid_1's binary_logloss: 0.382221 valid_1's f1_score: 0.792671 [20] training's binary_logloss: 0.299088 training's f1_score: 0.768968 valid_1's binary_logloss: 0.386343 valid_1's f1_score: 0.792308 [30] training's binary_logloss: 0.270749 training's f1_score: 0.792151 valid_1's binary_logloss: 0.385242 valid_1's f1_score: 0.786026 Early stopping, best iteration is: [4] training's binary_logloss: 0.373343 training's f1_score: 0.736557 valid_1's binary_logloss: 0.412807 valid_1's f1_score: 0.8
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332703 training's f1_score: 0.790648 valid_1's binary_logloss: 0.343745 valid_1's f1_score: 0.674196 [20] training's binary_logloss: 0.301863 training's f1_score: 0.805577 valid_1's binary_logloss: 0.34065 valid_1's f1_score: 0.674658 [30] training's binary_logloss: 0.275742 training's f1_score: 0.819935 valid_1's binary_logloss: 0.33648 valid_1's f1_score: 0.6828 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263132 training's f1_score: 0.828377 valid_1's binary_logloss: 0.334879 valid_1's f1_score: 0.684073 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.315951 training's f1_score: 0.802611 valid_1's binary_logloss: 0.404629 valid_1's f1_score: 0.61
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.289433 training's f1_score: 0.81092 valid_1's binary_logloss: 0.400944 valid_1's f1_score: 0.619128 [30] training's binary_logloss: 0.260003 training's f1_score: 0.829123 valid_1's binary_logloss: 0.400391 valid_1's f1_score: 0.623399 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245519 training's f1_score: 0.841292 valid_1's binary_logloss: 0.395513 valid_1's f1_score: 0.629662 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.321871 training's f1_score: 0.767687 valid_1's binary_logloss: 0.395643 valid_1's f1_score: 0.776483 [20] training's binary_logloss: 0.291525 training's f1_score: 0.784347 valid_1's binary_logloss: 0.389071 valid_1's f1_score: 0.782842 [30] training's binary_logloss: 0.261956 training's f1_score: 0.810521 valid_1's binary_logloss: 0.390474 valid_1's f1_score: 0.780568 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247873 training's f1_score: 0.820299 valid_1's binary_logloss: 0.395043 valid_1's f1_score: 0.77882 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332582 training's f1_score: 0.776912 valid_1's binary_logloss: 0.342467 valid_1's f1_score: 0.739764 [20] training's binary_logloss: 0.29654 training's f1_score: 0.800579 valid_1's binary_logloss: 0.337978 valid_1's f1_score: 0.751037
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.266446 training's f1_score: 0.822042 valid_1's binary_logloss: 0.339883 valid_1's f1_score: 0.751213 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25524 training's f1_score: 0.830238 valid_1's binary_logloss: 0.342418 valid_1's f1_score: 0.740484 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329477 training's f1_score: 0.754904 valid_1's binary_logloss: 0.386034 valid_1's f1_score: 0.784689
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300018 training's f1_score: 0.769837 valid_1's binary_logloss: 0.388752 valid_1's f1_score: 0.793819 [30] training's binary_logloss: 0.267209 training's f1_score: 0.8 valid_1's binary_logloss: 0.387849 valid_1's f1_score: 0.794897 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253475 training's f1_score: 0.809979 valid_1's binary_logloss: 0.391501 valid_1's f1_score: 0.79022 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332141 training's f1_score: 0.790469 valid_1's binary_logloss: 0.346182 valid_1's f1_score: 0.66899 [20] training's binary_logloss: 0.302082 training's f1_score: 0.808118 valid_1's binary_logloss: 0.339666 valid_1's f1_score: 0.66609 [30] training's binary_logloss: 0.274316 training's f1_score: 0.824985 valid_1's binary_logloss: 0.329799 valid_1's f1_score: 0.660808 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257762 training's f1_score: 0.838559 valid_1's binary_logloss: 0.329007 valid_1's f1_score: 0.670203 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31618 training's f1_score: 0.796468 valid_1's binary_logloss: 0.405141 valid_1's f1_score: 0.609195 [20] training's binary_logloss: 0.283682 training's f1_score: 0.813006 valid_1's binary_logloss: 0.397667 valid_1's f1_score: 0.635079
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.258321 training's f1_score: 0.83145 valid_1's binary_logloss: 0.406181 valid_1's f1_score: 0.633446 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243369 training's f1_score: 0.843271 valid_1's binary_logloss: 0.401763 valid_1's f1_score: 0.631757 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322549 training's f1_score: 0.766059 valid_1's binary_logloss: 0.396647 valid_1's f1_score: 0.774228
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.285674 training's f1_score: 0.79244 valid_1's binary_logloss: 0.392259 valid_1's f1_score: 0.781148 [30] training's binary_logloss: 0.261575 training's f1_score: 0.805411 valid_1's binary_logloss: 0.396709 valid_1's f1_score: 0.780994 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24808 training's f1_score: 0.81622 valid_1's binary_logloss: 0.396791 valid_1's f1_score: 0.779902 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330483 training's f1_score: 0.78155 valid_1's binary_logloss: 0.340335 valid_1's f1_score: 0.745367 [20] training's binary_logloss: 0.298218 training's f1_score: 0.799291 valid_1's binary_logloss: 0.336222 valid_1's f1_score: 0.75189 [30] training's binary_logloss: 0.273546 training's f1_score: 0.819305 valid_1's binary_logloss: 0.340641 valid_1's f1_score: 0.752231 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261965 training's f1_score: 0.826476 valid_1's binary_logloss: 0.340447 valid_1's f1_score: 0.748281 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328472 training's f1_score: 0.756177 valid_1's binary_logloss: 0.385427 valid_1's f1_score: 0.789168
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.290026 training's f1_score: 0.778642 valid_1's binary_logloss: 0.390413 valid_1's f1_score: 0.79063 [30] training's binary_logloss: 0.261933 training's f1_score: 0.802664 valid_1's binary_logloss: 0.396645 valid_1's f1_score: 0.78197 Early stopping, best iteration is: [3] training's binary_logloss: 0.385849 training's f1_score: 0.737006 valid_1's binary_logloss: 0.435905 valid_1's f1_score: 0.794433 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333285 training's f1_score: 0.791991 valid_1's binary_logloss: 0.343415 valid_1's f1_score: 0.657143 [20] training's binary_logloss: 0.29865 training's f1_score: 0.808016 valid_1's binary_logloss: 0.33445 valid_1's f1_score: 0.666091 [30] training's binary_logloss: 0.274503 training's f1_score: 0.824272 valid_1's binary_logloss: 0.328943 valid_1's f1_score: 0.668403 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259277 training's f1_score: 0.833075 valid_1's binary_logloss: 0.330854 valid_1's f1_score: 0.659612 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.316078 training's f1_score: 0.796841 valid_1's binary_logloss: 0.406361 valid_1's f1_score: 0.619165
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.28471 training's f1_score: 0.81145 valid_1's binary_logloss: 0.410166 valid_1's f1_score: 0.627773 [30] training's binary_logloss: 0.259833 training's f1_score: 0.829791 valid_1's binary_logloss: 0.40874 valid_1's f1_score: 0.622673 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244641 training's f1_score: 0.843233 valid_1's binary_logloss: 0.407055 valid_1's f1_score: 0.623509 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.322118 training's f1_score: 0.766451 valid_1's binary_logloss: 0.395857 valid_1's f1_score: 0.776483 [20] training's binary_logloss: 0.2886 training's f1_score: 0.786459 valid_1's binary_logloss: 0.395576 valid_1's f1_score: 0.777118 [30] training's binary_logloss: 0.263423 training's f1_score: 0.808511 valid_1's binary_logloss: 0.397204 valid_1's f1_score: 0.779826 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249606 training's f1_score: 0.819712 valid_1's binary_logloss: 0.39805 valid_1's f1_score: 0.775421 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331718 training's f1_score: 0.779328 valid_1's binary_logloss: 0.341489 valid_1's f1_score: 0.744666
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297195 training's f1_score: 0.797436 valid_1's binary_logloss: 0.336031 valid_1's f1_score: 0.757576 [30] training's binary_logloss: 0.269568 training's f1_score: 0.819453 valid_1's binary_logloss: 0.33498 valid_1's f1_score: 0.759722 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259449 training's f1_score: 0.830754 valid_1's binary_logloss: 0.334529 valid_1's f1_score: 0.757851 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330582 training's f1_score: 0.75214 valid_1's binary_logloss: 0.382554 valid_1's f1_score: 0.797101 [20] training's binary_logloss: 0.296389 training's f1_score: 0.771942 valid_1's binary_logloss: 0.386038 valid_1's f1_score: 0.800783 [30] training's binary_logloss: 0.269341 training's f1_score: 0.797066 valid_1's binary_logloss: 0.388572 valid_1's f1_score: 0.797836 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25219 training's f1_score: 0.812378 valid_1's binary_logloss: 0.390039 valid_1's f1_score: 0.794859 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330106 training's f1_score: 0.784848 valid_1's binary_logloss: 0.345805 valid_1's f1_score: 0.667225 [20] training's binary_logloss: 0.296479 training's f1_score: 0.807007 valid_1's binary_logloss: 0.341136 valid_1's f1_score: 0.672283
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.271185 training's f1_score: 0.821648 valid_1's binary_logloss: 0.342019 valid_1's f1_score: 0.667802 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256392 training's f1_score: 0.831968 valid_1's binary_logloss: 0.338933 valid_1's f1_score: 0.664948 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.315577 training's f1_score: 0.798645 valid_1's binary_logloss: 0.40246 valid_1's f1_score: 0.608768
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282726 training's f1_score: 0.810361 valid_1's binary_logloss: 0.403312 valid_1's f1_score: 0.61944 [30] training's binary_logloss: 0.257945 training's f1_score: 0.832108 valid_1's binary_logloss: 0.397375 valid_1's f1_score: 0.622673 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243909 training's f1_score: 0.841295 valid_1's binary_logloss: 0.399617 valid_1's f1_score: 0.626609 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32063 training's f1_score: 0.767402 valid_1's binary_logloss: 0.394819 valid_1's f1_score: 0.77672 [20] training's binary_logloss: 0.286021 training's f1_score: 0.785507 valid_1's binary_logloss: 0.391287 valid_1's f1_score: 0.777236 [30] training's binary_logloss: 0.260688 training's f1_score: 0.805996 valid_1's binary_logloss: 0.390502 valid_1's f1_score: 0.780515 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245778 training's f1_score: 0.821552 valid_1's binary_logloss: 0.393338 valid_1's f1_score: 0.772256
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330419 training's f1_score: 0.774483 valid_1's binary_logloss: 0.339724 valid_1's f1_score: 0.743961 [20] training's binary_logloss: 0.299208 training's f1_score: 0.794141 valid_1's binary_logloss: 0.338949 valid_1's f1_score: 0.74329 [30] training's binary_logloss: 0.270794 training's f1_score: 0.815392 valid_1's binary_logloss: 0.339862 valid_1's f1_score: 0.751233 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260132 training's f1_score: 0.822494 valid_1's binary_logloss: 0.337922 valid_1's f1_score: 0.751583 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330128 training's f1_score: 0.754266 valid_1's binary_logloss: 0.383805 valid_1's f1_score: 0.796528
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296468 training's f1_score: 0.776389 valid_1's binary_logloss: 0.387153 valid_1's f1_score: 0.793003 [30] training's binary_logloss: 0.265889 training's f1_score: 0.799016 valid_1's binary_logloss: 0.391469 valid_1's f1_score: 0.786234 Early stopping, best iteration is: [5] training's binary_logloss: 0.35834 training's f1_score: 0.744559 valid_1's binary_logloss: 0.399075 valid_1's f1_score: 0.804711 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332364 training's f1_score: 0.788081 valid_1's binary_logloss: 0.349485 valid_1's f1_score: 0.654362 [20] training's binary_logloss: 0.296354 training's f1_score: 0.808282 valid_1's binary_logloss: 0.331775 valid_1's f1_score: 0.667811 [30] training's binary_logloss: 0.271467 training's f1_score: 0.825798 valid_1's binary_logloss: 0.328136 valid_1's f1_score: 0.672489 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255861 training's f1_score: 0.83682 valid_1's binary_logloss: 0.329532 valid_1's f1_score: 0.677193 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.315746 training's f1_score: 0.79524 valid_1's binary_logloss: 0.4033 valid_1's f1_score: 0.619205 [20] training's binary_logloss: 0.279183 training's f1_score: 0.81455 valid_1's binary_logloss: 0.40419 valid_1's f1_score: 0.62396
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.255363 training's f1_score: 0.832838 valid_1's binary_logloss: 0.407028 valid_1's f1_score: 0.624041 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241248 training's f1_score: 0.842255 valid_1's binary_logloss: 0.404758 valid_1's f1_score: 0.631939 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3186 training's f1_score: 0.766581 valid_1's binary_logloss: 0.393046 valid_1's f1_score: 0.778545
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.285237 training's f1_score: 0.789501 valid_1's binary_logloss: 0.394486 valid_1's f1_score: 0.780172 [30] training's binary_logloss: 0.259117 training's f1_score: 0.812695 valid_1's binary_logloss: 0.395221 valid_1's f1_score: 0.780621 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245328 training's f1_score: 0.825838 valid_1's binary_logloss: 0.395762 valid_1's f1_score: 0.780065 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330929 training's f1_score: 0.775686 valid_1's binary_logloss: 0.340965 valid_1's f1_score: 0.744505 [20] training's binary_logloss: 0.298213 training's f1_score: 0.797421 valid_1's binary_logloss: 0.34007 valid_1's f1_score: 0.743484 [30] training's binary_logloss: 0.26798 training's f1_score: 0.823414 valid_1's binary_logloss: 0.344217 valid_1's f1_score: 0.742466 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255633 training's f1_score: 0.83221 valid_1's binary_logloss: 0.347018 valid_1's f1_score: 0.736626 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328461 training's f1_score: 0.75779 valid_1's binary_logloss: 0.382173 valid_1's f1_score: 0.802511 [20] training's binary_logloss: 0.294696 training's f1_score: 0.780403 valid_1's binary_logloss: 0.393836 valid_1's f1_score: 0.790834
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.263173 training's f1_score: 0.802814 valid_1's binary_logloss: 0.395713 valid_1's f1_score: 0.785889 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250197 training's f1_score: 0.814631 valid_1's binary_logloss: 0.396208 valid_1's f1_score: 0.783168 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33214 training's f1_score: 0.789033 valid_1's binary_logloss: 0.346316 valid_1's f1_score: 0.655877 [20] training's binary_logloss: 0.299026 training's f1_score: 0.806002 valid_1's binary_logloss: 0.340724 valid_1's f1_score: 0.660944 [30] training's binary_logloss: 0.276628 training's f1_score: 0.822171 valid_1's binary_logloss: 0.338313 valid_1's f1_score: 0.661458 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262176 training's f1_score: 0.832586 valid_1's binary_logloss: 0.332622 valid_1's f1_score: 0.666667 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31617 training's f1_score: 0.792929 valid_1's binary_logloss: 0.419661 valid_1's f1_score: 0.60522 [20] training's binary_logloss: 0.281039 training's f1_score: 0.815871 valid_1's binary_logloss: 0.408267 valid_1's f1_score: 0.624268
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.249823 training's f1_score: 0.836364 valid_1's binary_logloss: 0.407468 valid_1's f1_score: 0.624268 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.233881 training's f1_score: 0.847329 valid_1's binary_logloss: 0.409071 valid_1's f1_score: 0.619289 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.320564 training's f1_score: 0.770254 valid_1's binary_logloss: 0.393245 valid_1's f1_score: 0.775991
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.284464 training's f1_score: 0.794341 valid_1's binary_logloss: 0.391637 valid_1's f1_score: 0.779956 [30] training's binary_logloss: 0.254152 training's f1_score: 0.815639 valid_1's binary_logloss: 0.394496 valid_1's f1_score: 0.772047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238776 training's f1_score: 0.833392 valid_1's binary_logloss: 0.4007 valid_1's f1_score: 0.768205 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330309 training's f1_score: 0.779217 valid_1's binary_logloss: 0.345885 valid_1's f1_score: 0.737276 [20] training's binary_logloss: 0.296811 training's f1_score: 0.798905 valid_1's binary_logloss: 0.339521 valid_1's f1_score: 0.738739 [30] training's binary_logloss: 0.266317 training's f1_score: 0.825625 valid_1's binary_logloss: 0.338676 valid_1's f1_score: 0.742857 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248998 training's f1_score: 0.839058 valid_1's binary_logloss: 0.336741 valid_1's f1_score: 0.749126 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329545 training's f1_score: 0.755472 valid_1's binary_logloss: 0.383317 valid_1's f1_score: 0.794721 [20] training's binary_logloss: 0.294133 training's f1_score: 0.7787 valid_1's binary_logloss: 0.388488 valid_1's f1_score: 0.791081
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.263791 training's f1_score: 0.802029 valid_1's binary_logloss: 0.392289 valid_1's f1_score: 0.787432 Early stopping, best iteration is: [4] training's binary_logloss: 0.367954 training's f1_score: 0.749278 valid_1's binary_logloss: 0.413929 valid_1's f1_score: 0.798395 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333409 training's f1_score: 0.786473 valid_1's binary_logloss: 0.343762 valid_1's f1_score: 0.661667
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300105 training's f1_score: 0.805606 valid_1's binary_logloss: 0.339628 valid_1's f1_score: 0.661565 [30] training's binary_logloss: 0.272547 training's f1_score: 0.82264 valid_1's binary_logloss: 0.339967 valid_1's f1_score: 0.661499 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259885 training's f1_score: 0.8331 valid_1's binary_logloss: 0.336217 valid_1's f1_score: 0.668407 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.314813 training's f1_score: 0.795868 valid_1's binary_logloss: 0.414171 valid_1's f1_score: 0.617039 [20] training's binary_logloss: 0.283021 training's f1_score: 0.813738 valid_1's binary_logloss: 0.402696 valid_1's f1_score: 0.629475 [30] training's binary_logloss: 0.259599 training's f1_score: 0.830331 valid_1's binary_logloss: 0.402071 valid_1's f1_score: 0.63644 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246809 training's f1_score: 0.840516 valid_1's binary_logloss: 0.407533 valid_1's f1_score: 0.627517 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3187 training's f1_score: 0.767208 valid_1's binary_logloss: 0.394479 valid_1's f1_score: 0.773816 [20] training's binary_logloss: 0.282105 training's f1_score: 0.79189 valid_1's binary_logloss: 0.395278 valid_1's f1_score: 0.777477
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.252094 training's f1_score: 0.819311 valid_1's binary_logloss: 0.391545 valid_1's f1_score: 0.772504 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.236919 training's f1_score: 0.829021 valid_1's binary_logloss: 0.398328 valid_1's f1_score: 0.76982 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330925 training's f1_score: 0.776119 valid_1's binary_logloss: 0.342667 valid_1's f1_score: 0.746228
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298844 training's f1_score: 0.793529 valid_1's binary_logloss: 0.338841 valid_1's f1_score: 0.749141 [30] training's binary_logloss: 0.266894 training's f1_score: 0.822378 valid_1's binary_logloss: 0.338419 valid_1's f1_score: 0.755245 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256603 training's f1_score: 0.829412 valid_1's binary_logloss: 0.337003 valid_1's f1_score: 0.757703 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328115 training's f1_score: 0.754859 valid_1's binary_logloss: 0.383325 valid_1's f1_score: 0.791485 [20] training's binary_logloss: 0.289034 training's f1_score: 0.775844 valid_1's binary_logloss: 0.38726 valid_1's f1_score: 0.788293 [30] training's binary_logloss: 0.260779 training's f1_score: 0.803537 valid_1's binary_logloss: 0.387764 valid_1's f1_score: 0.792118 Early stopping, best iteration is: [5] training's binary_logloss: 0.355513 training's f1_score: 0.749424 valid_1's binary_logloss: 0.398622 valid_1's f1_score: 0.801599
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.370171 training's f1_score: 0.765317 valid_1's binary_logloss: 0.37954 valid_1's f1_score: 0.649573 [20] training's binary_logloss: 0.336013 training's f1_score: 0.782582 valid_1's binary_logloss: 0.363436 valid_1's f1_score: 0.64726 [30] training's binary_logloss: 0.312458 training's f1_score: 0.79486 valid_1's binary_logloss: 0.355569 valid_1's f1_score: 0.640625 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.300521 training's f1_score: 0.803493 valid_1's binary_logloss: 0.357451 valid_1's f1_score: 0.643357 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.355272 training's f1_score: 0.774437 valid_1's binary_logloss: 0.418048 valid_1's f1_score: 0.602389 [20] training's binary_logloss: 0.322766 training's f1_score: 0.78925 valid_1's binary_logloss: 0.416436 valid_1's f1_score: 0.613402
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.301841 training's f1_score: 0.805569 valid_1's binary_logloss: 0.417276 valid_1's f1_score: 0.619742 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.288555 training's f1_score: 0.812559 valid_1's binary_logloss: 0.41838 valid_1's f1_score: 0.612457 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.362962 training's f1_score: 0.741952 valid_1's binary_logloss: 0.424448 valid_1's f1_score: 0.768494
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.327861 training's f1_score: 0.762398 valid_1's binary_logloss: 0.418622 valid_1's f1_score: 0.76898 [30] training's binary_logloss: 0.304218 training's f1_score: 0.777778 valid_1's binary_logloss: 0.420114 valid_1's f1_score: 0.765217 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.290463 training's f1_score: 0.789629 valid_1's binary_logloss: 0.421904 valid_1's f1_score: 0.763417 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.372053 training's f1_score: 0.754459 valid_1's binary_logloss: 0.363119 valid_1's f1_score: 0.730203 [20] training's binary_logloss: 0.340463 training's f1_score: 0.768862 valid_1's binary_logloss: 0.351927 valid_1's f1_score: 0.739191 [30] training's binary_logloss: 0.316632 training's f1_score: 0.786258 valid_1's binary_logloss: 0.344377 valid_1's f1_score: 0.748588 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.30576 training's f1_score: 0.790577 valid_1's binary_logloss: 0.343159 valid_1's f1_score: 0.74221
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.371325 training's f1_score: 0.732438 valid_1's binary_logloss: 0.419574 valid_1's f1_score: 0.785222 [20] training's binary_logloss: 0.339653 training's f1_score: 0.748226 valid_1's binary_logloss: 0.417258 valid_1's f1_score: 0.780198 [30] training's binary_logloss: 0.314118 training's f1_score: 0.766061 valid_1's binary_logloss: 0.418442 valid_1's f1_score: 0.78447 Early stopping, best iteration is: [5] training's binary_logloss: 0.394832 training's f1_score: 0.724213 valid_1's binary_logloss: 0.43618 valid_1's f1_score: 0.789744 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.359043 training's f1_score: 0.769207 valid_1's binary_logloss: 0.368076 valid_1's f1_score: 0.636132
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.330902 training's f1_score: 0.787377 valid_1's binary_logloss: 0.365678 valid_1's f1_score: 0.637755 [30] training's binary_logloss: 0.304323 training's f1_score: 0.800433 valid_1's binary_logloss: 0.361768 valid_1's f1_score: 0.634566 Early stopping, best iteration is: [3] training's binary_logloss: 0.422996 training's f1_score: 0.757386 valid_1's binary_logloss: 0.406199 valid_1's f1_score: 0.646825 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.345758 training's f1_score: 0.777951 valid_1's binary_logloss: 0.416057 valid_1's f1_score: 0.609283 [20] training's binary_logloss: 0.316353 training's f1_score: 0.791264 valid_1's binary_logloss: 0.415078 valid_1's f1_score: 0.61408 [30] training's binary_logloss: 0.293016 training's f1_score: 0.806747 valid_1's binary_logloss: 0.413918 valid_1's f1_score: 0.613656 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.279293 training's f1_score: 0.816314 valid_1's binary_logloss: 0.414533 valid_1's f1_score: 0.616197
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.351421 training's f1_score: 0.741332 valid_1's binary_logloss: 0.416496 valid_1's f1_score: 0.770465 [20] training's binary_logloss: 0.319048 training's f1_score: 0.759952 valid_1's binary_logloss: 0.415363 valid_1's f1_score: 0.763911 [30] training's binary_logloss: 0.296797 training's f1_score: 0.780421 valid_1's binary_logloss: 0.419228 valid_1's f1_score: 0.757791 Early stopping, best iteration is: [5] training's binary_logloss: 0.381239 training's f1_score: 0.74023 valid_1's binary_logloss: 0.433013 valid_1's f1_score: 0.772452 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.364421 training's f1_score: 0.75232 valid_1's binary_logloss: 0.354735 valid_1's f1_score: 0.731707
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.330189 training's f1_score: 0.772698 valid_1's binary_logloss: 0.34916 valid_1's f1_score: 0.739876 [30] training's binary_logloss: 0.306301 training's f1_score: 0.795905 valid_1's binary_logloss: 0.348162 valid_1's f1_score: 0.747071 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.297899 training's f1_score: 0.799152 valid_1's binary_logloss: 0.348055 valid_1's f1_score: 0.742424 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.361328 training's f1_score: 0.732042 valid_1's binary_logloss: 0.41572 valid_1's f1_score: 0.783121 [20] training's binary_logloss: 0.329461 training's f1_score: 0.749569 valid_1's binary_logloss: 0.421604 valid_1's f1_score: 0.782007 [30] training's binary_logloss: 0.303744 training's f1_score: 0.768103 valid_1's binary_logloss: 0.429647 valid_1's f1_score: 0.784372 Early stopping, best iteration is: [3] training's binary_logloss: 0.402274 training's f1_score: 0.719766 valid_1's binary_logloss: 0.448046 valid_1's f1_score: 0.791421
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.354813 training's f1_score: 0.771661 valid_1's binary_logloss: 0.370927 valid_1's f1_score: 0.649703 [20] training's binary_logloss: 0.319594 training's f1_score: 0.793529 valid_1's binary_logloss: 0.354888 valid_1's f1_score: 0.657604 [30] training's binary_logloss: 0.295887 training's f1_score: 0.814124 valid_1's binary_logloss: 0.351883 valid_1's f1_score: 0.655202 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.281942 training's f1_score: 0.817799 valid_1's binary_logloss: 0.352613 valid_1's f1_score: 0.652921 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342775 training's f1_score: 0.776291 valid_1's binary_logloss: 0.414534 valid_1's f1_score: 0.611667
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.305511 training's f1_score: 0.799564 valid_1's binary_logloss: 0.412446 valid_1's f1_score: 0.614226 [30] training's binary_logloss: 0.280203 training's f1_score: 0.817868 valid_1's binary_logloss: 0.413794 valid_1's f1_score: 0.608769 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267442 training's f1_score: 0.828761 valid_1's binary_logloss: 0.408031 valid_1's f1_score: 0.608326 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.347059 training's f1_score: 0.745948 valid_1's binary_logloss: 0.413139 valid_1's f1_score: 0.772436 [20] training's binary_logloss: 0.310589 training's f1_score: 0.773585 valid_1's binary_logloss: 0.400852 valid_1's f1_score: 0.775927 [30] training's binary_logloss: 0.285242 training's f1_score: 0.794473 valid_1's binary_logloss: 0.401301 valid_1's f1_score: 0.779292 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270919 training's f1_score: 0.808614 valid_1's binary_logloss: 0.401689 valid_1's f1_score: 0.777293
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358911 training's f1_score: 0.756636 valid_1's binary_logloss: 0.352387 valid_1's f1_score: 0.737648 [20] training's binary_logloss: 0.318996 training's f1_score: 0.778798 valid_1's binary_logloss: 0.344639 valid_1's f1_score: 0.734072 [30] training's binary_logloss: 0.295662 training's f1_score: 0.79558 valid_1's binary_logloss: 0.343166 valid_1's f1_score: 0.73736 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.283207 training's f1_score: 0.808025 valid_1's binary_logloss: 0.34563 valid_1's f1_score: 0.723823 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.356019 training's f1_score: 0.736226 valid_1's binary_logloss: 0.418593 valid_1's f1_score: 0.782523
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.31887 training's f1_score: 0.758395 valid_1's binary_logloss: 0.408512 valid_1's f1_score: 0.782482 [30] training's binary_logloss: 0.293827 training's f1_score: 0.778495 valid_1's binary_logloss: 0.410445 valid_1's f1_score: 0.780128 Early stopping, best iteration is: [5] training's binary_logloss: 0.378228 training's f1_score: 0.727175 valid_1's binary_logloss: 0.422023 valid_1's f1_score: 0.794073 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.339933 training's f1_score: 0.787172 valid_1's binary_logloss: 0.345111 valid_1's f1_score: 0.671875 [20] training's binary_logloss: 0.30911 training's f1_score: 0.803738 valid_1's binary_logloss: 0.340321 valid_1's f1_score: 0.663212 [30] training's binary_logloss: 0.283241 training's f1_score: 0.816017 valid_1's binary_logloss: 0.334851 valid_1's f1_score: 0.662555 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268959 training's f1_score: 0.827822 valid_1's binary_logloss: 0.335249 valid_1's f1_score: 0.659593
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324828 training's f1_score: 0.791913 valid_1's binary_logloss: 0.410952 valid_1's f1_score: 0.617304 [20] training's binary_logloss: 0.293096 training's f1_score: 0.806974 valid_1's binary_logloss: 0.406961 valid_1's f1_score: 0.624172 [30] training's binary_logloss: 0.272462 training's f1_score: 0.822375 valid_1's binary_logloss: 0.403377 valid_1's f1_score: 0.637945 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261011 training's f1_score: 0.830041 valid_1's binary_logloss: 0.403067 valid_1's f1_score: 0.632721 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333294 training's f1_score: 0.760204 valid_1's binary_logloss: 0.395368 valid_1's f1_score: 0.784355
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301245 training's f1_score: 0.776378 valid_1's binary_logloss: 0.388248 valid_1's f1_score: 0.784418 [30] training's binary_logloss: 0.27572 training's f1_score: 0.798559 valid_1's binary_logloss: 0.387254 valid_1's f1_score: 0.78355 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263171 training's f1_score: 0.811353 valid_1's binary_logloss: 0.3897 valid_1's f1_score: 0.782369 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.342973 training's f1_score: 0.769944 valid_1's binary_logloss: 0.345197 valid_1's f1_score: 0.743253 [20] training's binary_logloss: 0.31001 training's f1_score: 0.792568 valid_1's binary_logloss: 0.340095 valid_1's f1_score: 0.749828 [30] training's binary_logloss: 0.284285 training's f1_score: 0.810916 valid_1's binary_logloss: 0.337157 valid_1's f1_score: 0.750345 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.273252 training's f1_score: 0.820139 valid_1's binary_logloss: 0.335885 valid_1's f1_score: 0.755003
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337727 training's f1_score: 0.748451 valid_1's binary_logloss: 0.385913 valid_1's f1_score: 0.792012 [20] training's binary_logloss: 0.309888 training's f1_score: 0.764686 valid_1's binary_logloss: 0.387984 valid_1's f1_score: 0.787524 [30] training's binary_logloss: 0.280294 training's f1_score: 0.784621 valid_1's binary_logloss: 0.389813 valid_1's f1_score: 0.786982 Early stopping, best iteration is: [3] training's binary_logloss: 0.396099 training's f1_score: 0.725882 valid_1's binary_logloss: 0.442458 valid_1's f1_score: 0.797632 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342688 training's f1_score: 0.779817 valid_1's binary_logloss: 0.34743 valid_1's f1_score: 0.662021
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.308356 training's f1_score: 0.800738 valid_1's binary_logloss: 0.340186 valid_1's f1_score: 0.660312 [30] training's binary_logloss: 0.282335 training's f1_score: 0.81462 valid_1's binary_logloss: 0.339403 valid_1's f1_score: 0.659649 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2708 training's f1_score: 0.824406 valid_1's binary_logloss: 0.336906 valid_1's f1_score: 0.658429 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326325 training's f1_score: 0.788124 valid_1's binary_logloss: 0.409577 valid_1's f1_score: 0.614213 [20] training's binary_logloss: 0.292911 training's f1_score: 0.808398 valid_1's binary_logloss: 0.40879 valid_1's f1_score: 0.628237 [30] training's binary_logloss: 0.264663 training's f1_score: 0.829857 valid_1's binary_logloss: 0.416355 valid_1's f1_score: 0.629252 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252702 training's f1_score: 0.836455 valid_1's binary_logloss: 0.411821 valid_1's f1_score: 0.636519
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333164 training's f1_score: 0.754338 valid_1's binary_logloss: 0.402043 valid_1's f1_score: 0.781694 [20] training's binary_logloss: 0.297828 training's f1_score: 0.778861 valid_1's binary_logloss: 0.397719 valid_1's f1_score: 0.778733 [30] training's binary_logloss: 0.271278 training's f1_score: 0.805392 valid_1's binary_logloss: 0.400807 valid_1's f1_score: 0.775354 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257808 training's f1_score: 0.816901 valid_1's binary_logloss: 0.402766 valid_1's f1_score: 0.770241 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341754 training's f1_score: 0.769083 valid_1's binary_logloss: 0.347274 valid_1's f1_score: 0.74254
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304537 training's f1_score: 0.794349 valid_1's binary_logloss: 0.338281 valid_1's f1_score: 0.747922 [30] training's binary_logloss: 0.276902 training's f1_score: 0.814959 valid_1's binary_logloss: 0.333423 valid_1's f1_score: 0.75419 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264967 training's f1_score: 0.82165 valid_1's binary_logloss: 0.33356 valid_1's f1_score: 0.753138 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.342119 training's f1_score: 0.746585 valid_1's binary_logloss: 0.389837 valid_1's f1_score: 0.789062 [20] training's binary_logloss: 0.304429 training's f1_score: 0.771863 valid_1's binary_logloss: 0.391413 valid_1's f1_score: 0.791953 [30] training's binary_logloss: 0.279245 training's f1_score: 0.788703 valid_1's binary_logloss: 0.392914 valid_1's f1_score: 0.78999 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265764 training's f1_score: 0.79595 valid_1's binary_logloss: 0.391728 valid_1's f1_score: 0.791749
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340423 training's f1_score: 0.784127 valid_1's binary_logloss: 0.343997 valid_1's f1_score: 0.657801 [20] training's binary_logloss: 0.306701 training's f1_score: 0.802021 valid_1's binary_logloss: 0.333644 valid_1's f1_score: 0.659649 [30] training's binary_logloss: 0.282337 training's f1_score: 0.819449 valid_1's binary_logloss: 0.330401 valid_1's f1_score: 0.669014 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268599 training's f1_score: 0.830741 valid_1's binary_logloss: 0.329274 valid_1's f1_score: 0.67252 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323912 training's f1_score: 0.791641 valid_1's binary_logloss: 0.407337 valid_1's f1_score: 0.622002
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.291 training's f1_score: 0.807066 valid_1's binary_logloss: 0.405849 valid_1's f1_score: 0.635452 [30] training's binary_logloss: 0.266922 training's f1_score: 0.827273 valid_1's binary_logloss: 0.40521 valid_1's f1_score: 0.62585 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24977 training's f1_score: 0.839685 valid_1's binary_logloss: 0.402148 valid_1's f1_score: 0.627887 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331013 training's f1_score: 0.762213 valid_1's binary_logloss: 0.400045 valid_1's f1_score: 0.773136 [20] training's binary_logloss: 0.294589 training's f1_score: 0.78792 valid_1's binary_logloss: 0.399331 valid_1's f1_score: 0.778139 [30] training's binary_logloss: 0.26687 training's f1_score: 0.807619 valid_1's binary_logloss: 0.398888 valid_1's f1_score: 0.771256 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255783 training's f1_score: 0.817313 valid_1's binary_logloss: 0.399016 valid_1's f1_score: 0.7743
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341201 training's f1_score: 0.77051 valid_1's binary_logloss: 0.348907 valid_1's f1_score: 0.745125 [20] training's binary_logloss: 0.305839 training's f1_score: 0.791693 valid_1's binary_logloss: 0.344857 valid_1's f1_score: 0.747405 [30] training's binary_logloss: 0.278165 training's f1_score: 0.81096 valid_1's binary_logloss: 0.34455 valid_1's f1_score: 0.749827 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26441 training's f1_score: 0.823549 valid_1's binary_logloss: 0.346071 valid_1's f1_score: 0.743177 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340874 training's f1_score: 0.746407 valid_1's binary_logloss: 0.385028 valid_1's f1_score: 0.800388
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301845 training's f1_score: 0.774957 valid_1's binary_logloss: 0.389203 valid_1's f1_score: 0.802529 [30] training's binary_logloss: 0.275081 training's f1_score: 0.796001 valid_1's binary_logloss: 0.395015 valid_1's f1_score: 0.790196 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260588 training's f1_score: 0.803455 valid_1's binary_logloss: 0.39646 valid_1's f1_score: 0.794089 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.340311 training's f1_score: 0.782954 valid_1's binary_logloss: 0.353862 valid_1's f1_score: 0.661512 [20] training's binary_logloss: 0.306596 training's f1_score: 0.804777 valid_1's binary_logloss: 0.34874 valid_1's f1_score: 0.66723 [30] training's binary_logloss: 0.278439 training's f1_score: 0.823347 valid_1's binary_logloss: 0.344933 valid_1's f1_score: 0.664389 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264797 training's f1_score: 0.832119 valid_1's binary_logloss: 0.34133 valid_1's f1_score: 0.664395 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322445 training's f1_score: 0.789801 valid_1's binary_logloss: 0.405468 valid_1's f1_score: 0.620747
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.291141 training's f1_score: 0.807902 valid_1's binary_logloss: 0.403628 valid_1's f1_score: 0.633081 [30] training's binary_logloss: 0.267566 training's f1_score: 0.826237 valid_1's binary_logloss: 0.404699 valid_1's f1_score: 0.621097 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251997 training's f1_score: 0.835241 valid_1's binary_logloss: 0.402701 valid_1's f1_score: 0.62585 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329163 training's f1_score: 0.759926 valid_1's binary_logloss: 0.400343 valid_1's f1_score: 0.773136 [20] training's binary_logloss: 0.292613 training's f1_score: 0.785592 valid_1's binary_logloss: 0.396448 valid_1's f1_score: 0.777778 [30] training's binary_logloss: 0.269966 training's f1_score: 0.805186 valid_1's binary_logloss: 0.39569 valid_1's f1_score: 0.777656 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256186 training's f1_score: 0.819348 valid_1's binary_logloss: 0.395538 valid_1's f1_score: 0.778142
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339965 training's f1_score: 0.772379 valid_1's binary_logloss: 0.350098 valid_1's f1_score: 0.737864 [20] training's binary_logloss: 0.303269 training's f1_score: 0.795308 valid_1's binary_logloss: 0.343527 valid_1's f1_score: 0.740589 [30] training's binary_logloss: 0.27388 training's f1_score: 0.814982 valid_1's binary_logloss: 0.343209 valid_1's f1_score: 0.747419 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263286 training's f1_score: 0.82033 valid_1's binary_logloss: 0.345605 valid_1's f1_score: 0.742268 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338756 training's f1_score: 0.749016 valid_1's binary_logloss: 0.396819 valid_1's f1_score: 0.78568
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.30071 training's f1_score: 0.772106 valid_1's binary_logloss: 0.39333 valid_1's f1_score: 0.790087 [30] training's binary_logloss: 0.274669 training's f1_score: 0.792947 valid_1's binary_logloss: 0.391536 valid_1's f1_score: 0.793171 Early stopping, best iteration is: [4] training's binary_logloss: 0.374738 training's f1_score: 0.740189 valid_1's binary_logloss: 0.41988 valid_1's f1_score: 0.79899 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336337 training's f1_score: 0.786194 valid_1's binary_logloss: 0.349656 valid_1's f1_score: 0.670648 [20] training's binary_logloss: 0.30639 training's f1_score: 0.802626 valid_1's binary_logloss: 0.348251 valid_1's f1_score: 0.658291 [30] training's binary_logloss: 0.280376 training's f1_score: 0.815956 valid_1's binary_logloss: 0.342146 valid_1's f1_score: 0.654639 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264582 training's f1_score: 0.824605 valid_1's binary_logloss: 0.342787 valid_1's f1_score: 0.646552
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323265 training's f1_score: 0.794287 valid_1's binary_logloss: 0.40208 valid_1's f1_score: 0.620747 [20] training's binary_logloss: 0.290478 training's f1_score: 0.810643 valid_1's binary_logloss: 0.396429 valid_1's f1_score: 0.632479 [30] training's binary_logloss: 0.264192 training's f1_score: 0.831468 valid_1's binary_logloss: 0.399926 valid_1's f1_score: 0.632933 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248348 training's f1_score: 0.840511 valid_1's binary_logloss: 0.399213 valid_1's f1_score: 0.636207 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32653 training's f1_score: 0.7631 valid_1's binary_logloss: 0.393592 valid_1's f1_score: 0.778892
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.289217 training's f1_score: 0.789844 valid_1's binary_logloss: 0.39316 valid_1's f1_score: 0.779807 [30] training's binary_logloss: 0.263799 training's f1_score: 0.811034 valid_1's binary_logloss: 0.391434 valid_1's f1_score: 0.782135 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25101 training's f1_score: 0.821305 valid_1's binary_logloss: 0.396371 valid_1's f1_score: 0.770411 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336277 training's f1_score: 0.774896 valid_1's binary_logloss: 0.34896 valid_1's f1_score: 0.742025 [20] training's binary_logloss: 0.301845 training's f1_score: 0.793942 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.743056 [30] training's binary_logloss: 0.275772 training's f1_score: 0.813058 valid_1's binary_logloss: 0.344272 valid_1's f1_score: 0.741355 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266334 training's f1_score: 0.823279 valid_1's binary_logloss: 0.34652 valid_1's f1_score: 0.74007
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334769 training's f1_score: 0.749483 valid_1's binary_logloss: 0.38698 valid_1's f1_score: 0.790675 [20] training's binary_logloss: 0.300803 training's f1_score: 0.767771 valid_1's binary_logloss: 0.39056 valid_1's f1_score: 0.794347 [30] training's binary_logloss: 0.272059 training's f1_score: 0.792228 valid_1's binary_logloss: 0.393072 valid_1's f1_score: 0.793307 Early stopping, best iteration is: [4] training's binary_logloss: 0.374936 training's f1_score: 0.744211 valid_1's binary_logloss: 0.419968 valid_1's f1_score: 0.802438 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338929 training's f1_score: 0.785149 valid_1's binary_logloss: 0.347106 valid_1's f1_score: 0.65913
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.305343 training's f1_score: 0.799939 valid_1's binary_logloss: 0.346214 valid_1's f1_score: 0.666106 [30] training's binary_logloss: 0.281823 training's f1_score: 0.815144 valid_1's binary_logloss: 0.34037 valid_1's f1_score: 0.675258 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270991 training's f1_score: 0.822243 valid_1's binary_logloss: 0.335462 valid_1's f1_score: 0.673611 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.320141 training's f1_score: 0.790934 valid_1's binary_logloss: 0.407993 valid_1's f1_score: 0.618033 [20] training's binary_logloss: 0.288158 training's f1_score: 0.809576 valid_1's binary_logloss: 0.406426 valid_1's f1_score: 0.630344 [30] training's binary_logloss: 0.259994 training's f1_score: 0.830663 valid_1's binary_logloss: 0.404445 valid_1's f1_score: 0.630872 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245728 training's f1_score: 0.84159 valid_1's binary_logloss: 0.407709 valid_1's f1_score: 0.627551
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325117 training's f1_score: 0.765864 valid_1's binary_logloss: 0.394221 valid_1's f1_score: 0.775401 [20] training's binary_logloss: 0.28732 training's f1_score: 0.792369 valid_1's binary_logloss: 0.390112 valid_1's f1_score: 0.782324 [30] training's binary_logloss: 0.263319 training's f1_score: 0.810417 valid_1's binary_logloss: 0.397155 valid_1's f1_score: 0.778082 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250376 training's f1_score: 0.822747 valid_1's binary_logloss: 0.40173 valid_1's f1_score: 0.770591 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335655 training's f1_score: 0.779699 valid_1's binary_logloss: 0.346447 valid_1's f1_score: 0.738739
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300945 training's f1_score: 0.797034 valid_1's binary_logloss: 0.341483 valid_1's f1_score: 0.74674 [30] training's binary_logloss: 0.275782 training's f1_score: 0.819971 valid_1's binary_logloss: 0.33716 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262565 training's f1_score: 0.828967 valid_1's binary_logloss: 0.338339 valid_1's f1_score: 0.743767
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3333 training's f1_score: 0.747737 valid_1's binary_logloss: 0.394082 valid_1's f1_score: 0.788527 [20] training's binary_logloss: 0.29865 training's f1_score: 0.769974 valid_1's binary_logloss: 0.392141 valid_1's f1_score: 0.789474 [30] training's binary_logloss: 0.272951 training's f1_score: 0.790828 valid_1's binary_logloss: 0.392266 valid_1's f1_score: 0.79393 Early stopping, best iteration is: [4] training's binary_logloss: 0.37562 training's f1_score: 0.741274 valid_1's binary_logloss: 0.421067 valid_1's f1_score: 0.804337 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336484 training's f1_score: 0.787061 valid_1's binary_logloss: 0.344032 valid_1's f1_score: 0.677643 [20] training's binary_logloss: 0.304516 training's f1_score: 0.802757 valid_1's binary_logloss: 0.340809 valid_1's f1_score: 0.678053 [30] training's binary_logloss: 0.278835 training's f1_score: 0.819024 valid_1's binary_logloss: 0.336157 valid_1's f1_score: 0.668412 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266553 training's f1_score: 0.826646 valid_1's binary_logloss: 0.335498 valid_1's f1_score: 0.673043 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.317886 training's f1_score: 0.797037 valid_1's binary_logloss: 0.404119 valid_1's f1_score: 0.614626
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.286593 training's f1_score: 0.813302 valid_1's binary_logloss: 0.40975 valid_1's f1_score: 0.620401 [30] training's binary_logloss: 0.257979 training's f1_score: 0.835213 valid_1's binary_logloss: 0.41452 valid_1's f1_score: 0.625746 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244465 training's f1_score: 0.843116 valid_1's binary_logloss: 0.414584 valid_1's f1_score: 0.627651 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325526 training's f1_score: 0.765445 valid_1's binary_logloss: 0.396158 valid_1's f1_score: 0.778488 [20] training's binary_logloss: 0.287024 training's f1_score: 0.792901 valid_1's binary_logloss: 0.395058 valid_1's f1_score: 0.780621 [30] training's binary_logloss: 0.258492 training's f1_score: 0.815406 valid_1's binary_logloss: 0.400548 valid_1's f1_score: 0.76982 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247294 training's f1_score: 0.823755 valid_1's binary_logloss: 0.402827 valid_1's f1_score: 0.766685
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33315 training's f1_score: 0.775387 valid_1's binary_logloss: 0.344958 valid_1's f1_score: 0.7391 [20] training's binary_logloss: 0.297859 training's f1_score: 0.799614 valid_1's binary_logloss: 0.34148 valid_1's f1_score: 0.750693 [30] training's binary_logloss: 0.272282 training's f1_score: 0.816426 valid_1's binary_logloss: 0.33949 valid_1's f1_score: 0.746537 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258735 training's f1_score: 0.83094 valid_1's binary_logloss: 0.342275 valid_1's f1_score: 0.749826 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331948 training's f1_score: 0.750214 valid_1's binary_logloss: 0.387564 valid_1's f1_score: 0.793605
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298139 training's f1_score: 0.773269 valid_1's binary_logloss: 0.393354 valid_1's f1_score: 0.793187 [30] training's binary_logloss: 0.271616 training's f1_score: 0.793314 valid_1's binary_logloss: 0.396417 valid_1's f1_score: 0.78937 Early stopping, best iteration is: [4] training's binary_logloss: 0.37616 training's f1_score: 0.741417 valid_1's binary_logloss: 0.417605 valid_1's f1_score: 0.807216 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335225 training's f1_score: 0.782834 valid_1's binary_logloss: 0.348086 valid_1's f1_score: 0.670068 [20] training's binary_logloss: 0.301993 training's f1_score: 0.805483 valid_1's binary_logloss: 0.342566 valid_1's f1_score: 0.676445 [30] training's binary_logloss: 0.276398 training's f1_score: 0.818686 valid_1's binary_logloss: 0.33987 valid_1's f1_score: 0.666667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260416 training's f1_score: 0.827693 valid_1's binary_logloss: 0.340672 valid_1's f1_score: 0.663786 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318517 training's f1_score: 0.797404 valid_1's binary_logloss: 0.411148 valid_1's f1_score: 0.615641 [20] training's binary_logloss: 0.287549 training's f1_score: 0.812268 valid_1's binary_logloss: 0.40914 valid_1's f1_score: 0.622814
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.257508 training's f1_score: 0.831795 valid_1's binary_logloss: 0.406551 valid_1's f1_score: 0.629536 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243156 training's f1_score: 0.842337 valid_1's binary_logloss: 0.403239 valid_1's f1_score: 0.634518 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324048 training's f1_score: 0.762403 valid_1's binary_logloss: 0.394936 valid_1's f1_score: 0.779661
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.283755 training's f1_score: 0.796194 valid_1's binary_logloss: 0.392402 valid_1's f1_score: 0.774824 [30] training's binary_logloss: 0.252679 training's f1_score: 0.816114 valid_1's binary_logloss: 0.395738 valid_1's f1_score: 0.779532 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241019 training's f1_score: 0.827309 valid_1's binary_logloss: 0.399375 valid_1's f1_score: 0.779178 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332838 training's f1_score: 0.778543 valid_1's binary_logloss: 0.345409 valid_1's f1_score: 0.742466 [20] training's binary_logloss: 0.296444 training's f1_score: 0.796007 valid_1's binary_logloss: 0.33887 valid_1's f1_score: 0.74553 [30] training's binary_logloss: 0.269183 training's f1_score: 0.818565 valid_1's binary_logloss: 0.337222 valid_1's f1_score: 0.748271 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257582 training's f1_score: 0.827001 valid_1's binary_logloss: 0.337756 valid_1's f1_score: 0.751566
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329042 training's f1_score: 0.755001 valid_1's binary_logloss: 0.383254 valid_1's f1_score: 0.794033 [20] training's binary_logloss: 0.297952 training's f1_score: 0.771876 valid_1's binary_logloss: 0.38889 valid_1's f1_score: 0.791465 [30] training's binary_logloss: 0.267549 training's f1_score: 0.796708 valid_1's binary_logloss: 0.392689 valid_1's f1_score: 0.786837 Early stopping, best iteration is: [4] training's binary_logloss: 0.374701 training's f1_score: 0.736804 valid_1's binary_logloss: 0.415079 valid_1's f1_score: 0.805879 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334215 training's f1_score: 0.784505 valid_1's binary_logloss: 0.344082 valid_1's f1_score: 0.664413
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301546 training's f1_score: 0.803979 valid_1's binary_logloss: 0.338124 valid_1's f1_score: 0.664395 [30] training's binary_logloss: 0.273945 training's f1_score: 0.821124 valid_1's binary_logloss: 0.330121 valid_1's f1_score: 0.668398 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258977 training's f1_score: 0.832325 valid_1's binary_logloss: 0.32817 valid_1's f1_score: 0.666088 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318639 training's f1_score: 0.796844 valid_1's binary_logloss: 0.406058 valid_1's f1_score: 0.618609 [20] training's binary_logloss: 0.287368 training's f1_score: 0.811029 valid_1's binary_logloss: 0.404779 valid_1's f1_score: 0.620805 [30] training's binary_logloss: 0.260142 training's f1_score: 0.83208 valid_1's binary_logloss: 0.403952 valid_1's f1_score: 0.628183 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244062 training's f1_score: 0.839106 valid_1's binary_logloss: 0.402415 valid_1's f1_score: 0.630137 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323271 training's f1_score: 0.770677 valid_1's binary_logloss: 0.393931 valid_1's f1_score: 0.773746 [20] training's binary_logloss: 0.289771 training's f1_score: 0.791032 valid_1's binary_logloss: 0.387152 valid_1's f1_score: 0.7813
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.260008 training's f1_score: 0.810118 valid_1's binary_logloss: 0.390211 valid_1's f1_score: 0.780274 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249247 training's f1_score: 0.818939 valid_1's binary_logloss: 0.390572 valid_1's f1_score: 0.776923 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332749 training's f1_score: 0.775901 valid_1's binary_logloss: 0.344554 valid_1's f1_score: 0.747253
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298088 training's f1_score: 0.79621 valid_1's binary_logloss: 0.337918 valid_1's f1_score: 0.750515 [30] training's binary_logloss: 0.271623 training's f1_score: 0.817532 valid_1's binary_logloss: 0.340326 valid_1's f1_score: 0.750345 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256663 training's f1_score: 0.828879 valid_1's binary_logloss: 0.340466 valid_1's f1_score: 0.747573
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327612 training's f1_score: 0.756357 valid_1's binary_logloss: 0.383089 valid_1's f1_score: 0.800579 [20] training's binary_logloss: 0.297034 training's f1_score: 0.77243 valid_1's binary_logloss: 0.388257 valid_1's f1_score: 0.796107 [30] training's binary_logloss: 0.267455 training's f1_score: 0.795665 valid_1's binary_logloss: 0.389844 valid_1's f1_score: 0.794103 Early stopping, best iteration is: [4] training's binary_logloss: 0.374967 training's f1_score: 0.734768 valid_1's binary_logloss: 0.415943 valid_1's f1_score: 0.804447 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331866 training's f1_score: 0.790014 valid_1's binary_logloss: 0.342482 valid_1's f1_score: 0.66263
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298822 training's f1_score: 0.808242 valid_1's binary_logloss: 0.337885 valid_1's f1_score: 0.668385 [30] training's binary_logloss: 0.268235 training's f1_score: 0.827063 valid_1's binary_logloss: 0.331675 valid_1's f1_score: 0.667832 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255549 training's f1_score: 0.836335 valid_1's binary_logloss: 0.333412 valid_1's f1_score: 0.663176 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.31581 training's f1_score: 0.793783 valid_1's binary_logloss: 0.410046 valid_1's f1_score: 0.60626 [20] training's binary_logloss: 0.284746 training's f1_score: 0.81386 valid_1's binary_logloss: 0.414296 valid_1's f1_score: 0.620921 [30] training's binary_logloss: 0.258423 training's f1_score: 0.829314 valid_1's binary_logloss: 0.415345 valid_1's f1_score: 0.618644 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243205 training's f1_score: 0.84377 valid_1's binary_logloss: 0.411501 valid_1's f1_score: 0.6236 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322965 training's f1_score: 0.764288 valid_1's binary_logloss: 0.393779 valid_1's f1_score: 0.782194 [20] training's binary_logloss: 0.286306 training's f1_score: 0.782979 valid_1's binary_logloss: 0.385974 valid_1's f1_score: 0.784566
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.259673 training's f1_score: 0.805718 valid_1's binary_logloss: 0.389925 valid_1's f1_score: 0.788377 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243766 training's f1_score: 0.824922 valid_1's binary_logloss: 0.395661 valid_1's f1_score: 0.776923 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332268 training's f1_score: 0.775621 valid_1's binary_logloss: 0.342638 valid_1's f1_score: 0.742975
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297486 training's f1_score: 0.797941 valid_1's binary_logloss: 0.334736 valid_1's f1_score: 0.747447 [30] training's binary_logloss: 0.268548 training's f1_score: 0.820713 valid_1's binary_logloss: 0.33357 valid_1's f1_score: 0.749485 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256051 training's f1_score: 0.831394 valid_1's binary_logloss: 0.333429 valid_1's f1_score: 0.750521 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329224 training's f1_score: 0.750684 valid_1's binary_logloss: 0.388355 valid_1's f1_score: 0.791124 [20] training's binary_logloss: 0.299575 training's f1_score: 0.771561 valid_1's binary_logloss: 0.392691 valid_1's f1_score: 0.794361 [30] training's binary_logloss: 0.271353 training's f1_score: 0.792196 valid_1's binary_logloss: 0.392524 valid_1's f1_score: 0.786451 Early stopping, best iteration is: [5] training's binary_logloss: 0.360603 training's f1_score: 0.739832 valid_1's binary_logloss: 0.402119 valid_1's f1_score: 0.807349 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329634 training's f1_score: 0.790093 valid_1's binary_logloss: 0.345632 valid_1's f1_score: 0.660929 [20] training's binary_logloss: 0.296866 training's f1_score: 0.809392 valid_1's binary_logloss: 0.342654 valid_1's f1_score: 0.665538
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.269491 training's f1_score: 0.827597 valid_1's binary_logloss: 0.337499 valid_1's f1_score: 0.670679 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258401 training's f1_score: 0.834266 valid_1's binary_logloss: 0.341853 valid_1's f1_score: 0.66724 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.316639 training's f1_score: 0.79458 valid_1's binary_logloss: 0.417686 valid_1's f1_score: 0.610788
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.288377 training's f1_score: 0.809938 valid_1's binary_logloss: 0.409217 valid_1's f1_score: 0.619765 [30] training's binary_logloss: 0.262534 training's f1_score: 0.826583 valid_1's binary_logloss: 0.407389 valid_1's f1_score: 0.62679 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247892 training's f1_score: 0.838537 valid_1's binary_logloss: 0.404817 valid_1's f1_score: 0.627586 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.322218 training's f1_score: 0.767394 valid_1's binary_logloss: 0.394504 valid_1's f1_score: 0.781499 [20] training's binary_logloss: 0.28926 training's f1_score: 0.787744 valid_1's binary_logloss: 0.388738 valid_1's f1_score: 0.77718 [30] training's binary_logloss: 0.262338 training's f1_score: 0.808919 valid_1's binary_logloss: 0.394806 valid_1's f1_score: 0.775109 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246546 training's f1_score: 0.823061 valid_1's binary_logloss: 0.394975 valid_1's f1_score: 0.775711 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33171 training's f1_score: 0.777033 valid_1's binary_logloss: 0.342627 valid_1's f1_score: 0.744345
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295714 training's f1_score: 0.801744 valid_1's binary_logloss: 0.333539 valid_1's f1_score: 0.748281 [30] training's binary_logloss: 0.265384 training's f1_score: 0.825216 valid_1's binary_logloss: 0.331788 valid_1's f1_score: 0.746537 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253708 training's f1_score: 0.831508 valid_1's binary_logloss: 0.329073 valid_1's f1_score: 0.749304 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327487 training's f1_score: 0.75447 valid_1's binary_logloss: 0.387328 valid_1's f1_score: 0.79942 [20] training's binary_logloss: 0.295366 training's f1_score: 0.776934 valid_1's binary_logloss: 0.391606 valid_1's f1_score: 0.791769 [30] training's binary_logloss: 0.269246 training's f1_score: 0.79497 valid_1's binary_logloss: 0.390726 valid_1's f1_score: 0.798625 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25655 training's f1_score: 0.803247 valid_1's binary_logloss: 0.392693 valid_1's f1_score: 0.797619 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330949 training's f1_score: 0.789675 valid_1's binary_logloss: 0.338488 valid_1's f1_score: 0.675934
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300296 training's f1_score: 0.810844 valid_1's binary_logloss: 0.329972 valid_1's f1_score: 0.679896 [30] training's binary_logloss: 0.273214 training's f1_score: 0.822418 valid_1's binary_logloss: 0.326594 valid_1's f1_score: 0.684764 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260469 training's f1_score: 0.830253 valid_1's binary_logloss: 0.327175 valid_1's f1_score: 0.675958 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.313846 training's f1_score: 0.797823 valid_1's binary_logloss: 0.410997 valid_1's f1_score: 0.60676 [20] training's binary_logloss: 0.281546 training's f1_score: 0.815253 valid_1's binary_logloss: 0.407114 valid_1's f1_score: 0.607383 [30] training's binary_logloss: 0.253562 training's f1_score: 0.836529 valid_1's binary_logloss: 0.405607 valid_1's f1_score: 0.611205 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.237874 training's f1_score: 0.849882 valid_1's binary_logloss: 0.402886 valid_1's f1_score: 0.614991 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32227 training's f1_score: 0.768786 valid_1's binary_logloss: 0.392867 valid_1's f1_score: 0.781867
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.287615 training's f1_score: 0.788776 valid_1's binary_logloss: 0.388945 valid_1's f1_score: 0.785637 [30] training's binary_logloss: 0.258408 training's f1_score: 0.810342 valid_1's binary_logloss: 0.387106 valid_1's f1_score: 0.786777 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24508 training's f1_score: 0.82244 valid_1's binary_logloss: 0.388687 valid_1's f1_score: 0.786542
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330427 training's f1_score: 0.775342 valid_1's binary_logloss: 0.344668 valid_1's f1_score: 0.737201 [20] training's binary_logloss: 0.295147 training's f1_score: 0.799358 valid_1's binary_logloss: 0.338169 valid_1's f1_score: 0.747238 [30] training's binary_logloss: 0.265736 training's f1_score: 0.818019 valid_1's binary_logloss: 0.336722 valid_1's f1_score: 0.747729 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254411 training's f1_score: 0.828036 valid_1's binary_logloss: 0.336473 valid_1's f1_score: 0.751743
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325968 training's f1_score: 0.758929 valid_1's binary_logloss: 0.384968 valid_1's f1_score: 0.795918 [20] training's binary_logloss: 0.297408 training's f1_score: 0.774987 valid_1's binary_logloss: 0.393122 valid_1's f1_score: 0.793945 [30] training's binary_logloss: 0.271451 training's f1_score: 0.791558 valid_1's binary_logloss: 0.401586 valid_1's f1_score: 0.787432 Early stopping, best iteration is: [4] training's binary_logloss: 0.369359 training's f1_score: 0.747245 valid_1's binary_logloss: 0.413296 valid_1's f1_score: 0.801211 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330216 training's f1_score: 0.789522 valid_1's binary_logloss: 0.339425 valid_1's f1_score: 0.674761 [20] training's binary_logloss: 0.299208 training's f1_score: 0.810123 valid_1's binary_logloss: 0.328903 valid_1's f1_score: 0.685665 [30] training's binary_logloss: 0.271546 training's f1_score: 0.825353 valid_1's binary_logloss: 0.323756 valid_1's f1_score: 0.687664 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257056 training's f1_score: 0.83655 valid_1's binary_logloss: 0.323941 valid_1's f1_score: 0.680105 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313985 training's f1_score: 0.797945 valid_1's binary_logloss: 0.407152 valid_1's f1_score: 0.610141 [20] training's binary_logloss: 0.283341 training's f1_score: 0.813091 valid_1's binary_logloss: 0.404351 valid_1's f1_score: 0.620401
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.253276 training's f1_score: 0.838506 valid_1's binary_logloss: 0.406121 valid_1's f1_score: 0.6159 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238815 training's f1_score: 0.848427 valid_1's binary_logloss: 0.402722 valid_1's f1_score: 0.622147 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.320894 training's f1_score: 0.768918 valid_1's binary_logloss: 0.394144 valid_1's f1_score: 0.779915
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282894 training's f1_score: 0.791394 valid_1's binary_logloss: 0.383007 valid_1's f1_score: 0.782937 [30] training's binary_logloss: 0.252247 training's f1_score: 0.818182 valid_1's binary_logloss: 0.38282 valid_1's f1_score: 0.784893 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239107 training's f1_score: 0.828212 valid_1's binary_logloss: 0.381935 valid_1's f1_score: 0.789183
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330423 training's f1_score: 0.776752 valid_1's binary_logloss: 0.343737 valid_1's f1_score: 0.739876 [20] training's binary_logloss: 0.296278 training's f1_score: 0.79897 valid_1's binary_logloss: 0.33972 valid_1's f1_score: 0.747055 [30] training's binary_logloss: 0.267951 training's f1_score: 0.822421 valid_1's binary_logloss: 0.341459 valid_1's f1_score: 0.744741 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25654 training's f1_score: 0.827833 valid_1's binary_logloss: 0.343692 valid_1's f1_score: 0.73913 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326175 training's f1_score: 0.756683 valid_1's binary_logloss: 0.389086 valid_1's f1_score: 0.794442
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295079 training's f1_score: 0.778547 valid_1's binary_logloss: 0.395747 valid_1's f1_score: 0.787791 [30] training's binary_logloss: 0.267192 training's f1_score: 0.801265 valid_1's binary_logloss: 0.400628 valid_1's f1_score: 0.789577 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253 training's f1_score: 0.812158 valid_1's binary_logloss: 0.402753 valid_1's f1_score: 0.789916 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330525 training's f1_score: 0.787492 valid_1's binary_logloss: 0.344425 valid_1's f1_score: 0.659303 [20] training's binary_logloss: 0.301168 training's f1_score: 0.803419 valid_1's binary_logloss: 0.339617 valid_1's f1_score: 0.6633 [30] training's binary_logloss: 0.271402 training's f1_score: 0.826228 valid_1's binary_logloss: 0.328046 valid_1's f1_score: 0.67528 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259395 training's f1_score: 0.833359 valid_1's binary_logloss: 0.328987 valid_1's f1_score: 0.670157 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.311365 training's f1_score: 0.803919 valid_1's binary_logloss: 0.413193 valid_1's f1_score: 0.601613
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.281587 training's f1_score: 0.816827 valid_1's binary_logloss: 0.407204 valid_1's f1_score: 0.628664 [30] training's binary_logloss: 0.256285 training's f1_score: 0.835741 valid_1's binary_logloss: 0.409941 valid_1's f1_score: 0.623549 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240813 training's f1_score: 0.844662 valid_1's binary_logloss: 0.409963 valid_1's f1_score: 0.622185 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.321703 training's f1_score: 0.761325 valid_1's binary_logloss: 0.388263 valid_1's f1_score: 0.784418 [20] training's binary_logloss: 0.28717 training's f1_score: 0.785568 valid_1's binary_logloss: 0.383276 valid_1's f1_score: 0.785443 [30] training's binary_logloss: 0.256784 training's f1_score: 0.809179 valid_1's binary_logloss: 0.384773 valid_1's f1_score: 0.785088 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241405 training's f1_score: 0.824821 valid_1's binary_logloss: 0.385519 valid_1's f1_score: 0.787211 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328096 training's f1_score: 0.78023 valid_1's binary_logloss: 0.343704 valid_1's f1_score: 0.741297 [20] training's binary_logloss: 0.294297 training's f1_score: 0.799036 valid_1's binary_logloss: 0.342896 valid_1's f1_score: 0.748977
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.265534 training's f1_score: 0.822974 valid_1's binary_logloss: 0.340739 valid_1's f1_score: 0.750518 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254391 training's f1_score: 0.826541 valid_1's binary_logloss: 0.338605 valid_1's f1_score: 0.750173 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324942 training's f1_score: 0.75648 valid_1's binary_logloss: 0.388351 valid_1's f1_score: 0.790338
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295162 training's f1_score: 0.773504 valid_1's binary_logloss: 0.389298 valid_1's f1_score: 0.790472 [30] training's binary_logloss: 0.266692 training's f1_score: 0.796725 valid_1's binary_logloss: 0.394563 valid_1's f1_score: 0.786517 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24964 training's f1_score: 0.809214 valid_1's binary_logloss: 0.395171 valid_1's f1_score: 0.782523 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330021 training's f1_score: 0.788921 valid_1's binary_logloss: 0.339728 valid_1's f1_score: 0.667794 [20] training's binary_logloss: 0.295826 training's f1_score: 0.807071 valid_1's binary_logloss: 0.330125 valid_1's f1_score: 0.676247 [30] training's binary_logloss: 0.271519 training's f1_score: 0.824074 valid_1's binary_logloss: 0.327132 valid_1's f1_score: 0.679727 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260328 training's f1_score: 0.831916 valid_1's binary_logloss: 0.32738 valid_1's f1_score: 0.672897 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31423 training's f1_score: 0.796663 valid_1's binary_logloss: 0.405872 valid_1's f1_score: 0.611157 [20] training's binary_logloss: 0.285519 training's f1_score: 0.812945 valid_1's binary_logloss: 0.407779 valid_1's f1_score: 0.625207
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.254809 training's f1_score: 0.829444 valid_1's binary_logloss: 0.402092 valid_1's f1_score: 0.615905 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242382 training's f1_score: 0.838892 valid_1's binary_logloss: 0.407035 valid_1's f1_score: 0.620102 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318247 training's f1_score: 0.769859 valid_1's binary_logloss: 0.392755 valid_1's f1_score: 0.781217
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.284423 training's f1_score: 0.792168 valid_1's binary_logloss: 0.391212 valid_1's f1_score: 0.778618 [30] training's binary_logloss: 0.256366 training's f1_score: 0.816687 valid_1's binary_logloss: 0.393517 valid_1's f1_score: 0.778867 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241897 training's f1_score: 0.829769 valid_1's binary_logloss: 0.397285 valid_1's f1_score: 0.779363 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329103 training's f1_score: 0.776157 valid_1's binary_logloss: 0.341776 valid_1's f1_score: 0.739932 [20] training's binary_logloss: 0.296439 training's f1_score: 0.79891 valid_1's binary_logloss: 0.337454 valid_1's f1_score: 0.746411 [30] training's binary_logloss: 0.264438 training's f1_score: 0.823548 valid_1's binary_logloss: 0.334972 valid_1's f1_score: 0.75 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250361 training's f1_score: 0.8373 valid_1's binary_logloss: 0.335646 valid_1's f1_score: 0.749304 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324048 training's f1_score: 0.759237 valid_1's binary_logloss: 0.385522 valid_1's f1_score: 0.787761
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292868 training's f1_score: 0.778607 valid_1's binary_logloss: 0.395942 valid_1's f1_score: 0.784698 [30] training's binary_logloss: 0.261636 training's f1_score: 0.801474 valid_1's binary_logloss: 0.401252 valid_1's f1_score: 0.786207 Early stopping, best iteration is: [3] training's binary_logloss: 0.384254 training's f1_score: 0.738414 valid_1's binary_logloss: 0.438867 valid_1's f1_score: 0.792716 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328894 training's f1_score: 0.790641 valid_1's binary_logloss: 0.339405 valid_1's f1_score: 0.665526 [20] training's binary_logloss: 0.294104 training's f1_score: 0.812921 valid_1's binary_logloss: 0.334998 valid_1's f1_score: 0.666099 [30] training's binary_logloss: 0.267979 training's f1_score: 0.826736 valid_1's binary_logloss: 0.33084 valid_1's f1_score: 0.661458 Early stopping, best iteration is: [5] training's binary_logloss: 0.367876 training's f1_score: 0.780759 valid_1's binary_logloss: 0.360952 valid_1's f1_score: 0.67306 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312631 training's f1_score: 0.798081 valid_1's binary_logloss: 0.410945 valid_1's f1_score: 0.608624 [20] training's binary_logloss: 0.283415 training's f1_score: 0.812849 valid_1's binary_logloss: 0.40899 valid_1's f1_score: 0.620401
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.254489 training's f1_score: 0.835265 valid_1's binary_logloss: 0.400286 valid_1's f1_score: 0.619048 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2379 training's f1_score: 0.847597 valid_1's binary_logloss: 0.403269 valid_1's f1_score: 0.615517 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319151 training's f1_score: 0.770545 valid_1's binary_logloss: 0.396133 valid_1's f1_score: 0.777241
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.287334 training's f1_score: 0.788978 valid_1's binary_logloss: 0.394408 valid_1's f1_score: 0.780303 [30] training's binary_logloss: 0.255283 training's f1_score: 0.815135 valid_1's binary_logloss: 0.394478 valid_1's f1_score: 0.774229 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24146 training's f1_score: 0.829958 valid_1's binary_logloss: 0.400382 valid_1's f1_score: 0.773836 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328668 training's f1_score: 0.780636 valid_1's binary_logloss: 0.348728 valid_1's f1_score: 0.735758 [20] training's binary_logloss: 0.290513 training's f1_score: 0.803096 valid_1's binary_logloss: 0.345957 valid_1's f1_score: 0.750343 [30] training's binary_logloss: 0.260027 training's f1_score: 0.826754 valid_1's binary_logloss: 0.346806 valid_1's f1_score: 0.747911 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247459 training's f1_score: 0.837683 valid_1's binary_logloss: 0.348886 valid_1's f1_score: 0.751055 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325136 training's f1_score: 0.758752 valid_1's binary_logloss: 0.382656 valid_1's f1_score: 0.792653 [20] training's binary_logloss: 0.29532 training's f1_score: 0.780428 valid_1's binary_logloss: 0.390672 valid_1's f1_score: 0.783666
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.26489 training's f1_score: 0.800351 valid_1's binary_logloss: 0.390334 valid_1's f1_score: 0.785083 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24649 training's f1_score: 0.818085 valid_1's binary_logloss: 0.391616 valid_1's f1_score: 0.783342 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62 [20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.368343 training's f1_score: 0.770535 valid_1's binary_logloss: 0.37648 valid_1's f1_score: 0.646048 [20] training's binary_logloss: 0.335145 training's f1_score: 0.783559 valid_1's binary_logloss: 0.364443 valid_1's f1_score: 0.652434 [30] training's binary_logloss: 0.311433 training's f1_score: 0.796334 valid_1's binary_logloss: 0.360751 valid_1's f1_score: 0.65913 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.299281 training's f1_score: 0.804365 valid_1's binary_logloss: 0.361005 valid_1's f1_score: 0.655565
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.355947 training's f1_score: 0.776678 valid_1's binary_logloss: 0.414253 valid_1's f1_score: 0.615123 [20] training's binary_logloss: 0.322561 training's f1_score: 0.788498 valid_1's binary_logloss: 0.420285 valid_1's f1_score: 0.619247 [30] training's binary_logloss: 0.299715 training's f1_score: 0.802024 valid_1's binary_logloss: 0.422162 valid_1's f1_score: 0.614346 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.288508 training's f1_score: 0.812401 valid_1's binary_logloss: 0.423127 valid_1's f1_score: 0.607233 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.363033 training's f1_score: 0.746355 valid_1's binary_logloss: 0.425896 valid_1's f1_score: 0.763367
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.325426 training's f1_score: 0.768437 valid_1's binary_logloss: 0.414182 valid_1's f1_score: 0.774054 [30] training's binary_logloss: 0.299385 training's f1_score: 0.784184 valid_1's binary_logloss: 0.418889 valid_1's f1_score: 0.765123 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.289044 training's f1_score: 0.794554 valid_1's binary_logloss: 0.418468 valid_1's f1_score: 0.764674 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.372247 training's f1_score: 0.755895 valid_1's binary_logloss: 0.362637 valid_1's f1_score: 0.734923 [20] training's binary_logloss: 0.338232 training's f1_score: 0.769577 valid_1's binary_logloss: 0.351646 valid_1's f1_score: 0.73986 [30] training's binary_logloss: 0.316072 training's f1_score: 0.788201 valid_1's binary_logloss: 0.346478 valid_1's f1_score: 0.746518 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.30403 training's f1_score: 0.796764 valid_1's binary_logloss: 0.345967 valid_1's f1_score: 0.744056
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.369589 training's f1_score: 0.731164 valid_1's binary_logloss: 0.418915 valid_1's f1_score: 0.784024 [20] training's binary_logloss: 0.336978 training's f1_score: 0.748746 valid_1's binary_logloss: 0.412488 valid_1's f1_score: 0.782781 [30] training's binary_logloss: 0.311705 training's f1_score: 0.765913 valid_1's binary_logloss: 0.41943 valid_1's f1_score: 0.782134 Early stopping, best iteration is: [3] training's binary_logloss: 0.409425 training's f1_score: 0.703696 valid_1's binary_logloss: 0.452689 valid_1's f1_score: 0.793774 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.360302 training's f1_score: 0.771328 valid_1's binary_logloss: 0.369899 valid_1's f1_score: 0.636672
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.328829 training's f1_score: 0.787188 valid_1's binary_logloss: 0.362837 valid_1's f1_score: 0.643404 [30] training's binary_logloss: 0.307608 training's f1_score: 0.802425 valid_1's binary_logloss: 0.363025 valid_1's f1_score: 0.640893 Early stopping, best iteration is: [4] training's binary_logloss: 0.403778 training's f1_score: 0.761506 valid_1's binary_logloss: 0.391892 valid_1's f1_score: 0.648848 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.344624 training's f1_score: 0.775109 valid_1's binary_logloss: 0.418468 valid_1's f1_score: 0.594191 [20] training's binary_logloss: 0.315024 training's f1_score: 0.793174 valid_1's binary_logloss: 0.419231 valid_1's f1_score: 0.611765 [30] training's binary_logloss: 0.292578 training's f1_score: 0.812806 valid_1's binary_logloss: 0.422597 valid_1's f1_score: 0.615253 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.281624 training's f1_score: 0.820319 valid_1's binary_logloss: 0.418599 valid_1's f1_score: 0.610966
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.352218 training's f1_score: 0.743378 valid_1's binary_logloss: 0.413086 valid_1's f1_score: 0.772078 [20] training's binary_logloss: 0.316754 training's f1_score: 0.766081 valid_1's binary_logloss: 0.411452 valid_1's f1_score: 0.765086 [30] training's binary_logloss: 0.290884 training's f1_score: 0.787117 valid_1's binary_logloss: 0.41425 valid_1's f1_score: 0.764387 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.281395 training's f1_score: 0.795639 valid_1's binary_logloss: 0.417252 valid_1's f1_score: 0.763934 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.364264 training's f1_score: 0.755499 valid_1's binary_logloss: 0.356332 valid_1's f1_score: 0.733703
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.330699 training's f1_score: 0.772581 valid_1's binary_logloss: 0.352387 valid_1's f1_score: 0.742225 [30] training's binary_logloss: 0.309085 training's f1_score: 0.792201 valid_1's binary_logloss: 0.347112 valid_1's f1_score: 0.742698 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.297202 training's f1_score: 0.800456 valid_1's binary_logloss: 0.347438 valid_1's f1_score: 0.742182 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.361353 training's f1_score: 0.730002 valid_1's binary_logloss: 0.414531 valid_1's f1_score: 0.780512 [20] training's binary_logloss: 0.329173 training's f1_score: 0.75486 valid_1's binary_logloss: 0.414971 valid_1's f1_score: 0.782694 [30] training's binary_logloss: 0.307824 training's f1_score: 0.767119 valid_1's binary_logloss: 0.417801 valid_1's f1_score: 0.783465 Early stopping, best iteration is: [4] training's binary_logloss: 0.387773 training's f1_score: 0.727441 valid_1's binary_logloss: 0.429772 valid_1's f1_score: 0.793782
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3565 training's f1_score: 0.771577 valid_1's binary_logloss: 0.366294 valid_1's f1_score: 0.63575 [20] training's binary_logloss: 0.322055 training's f1_score: 0.787215 valid_1's binary_logloss: 0.357679 valid_1's f1_score: 0.64094 [30] training's binary_logloss: 0.294693 training's f1_score: 0.80743 valid_1's binary_logloss: 0.351404 valid_1's f1_score: 0.649351 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.279423 training's f1_score: 0.820065 valid_1's binary_logloss: 0.350031 valid_1's f1_score: 0.652705 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.343035 training's f1_score: 0.776793 valid_1's binary_logloss: 0.413939 valid_1's f1_score: 0.610368
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.306045 training's f1_score: 0.799317 valid_1's binary_logloss: 0.410497 valid_1's f1_score: 0.610788 [30] training's binary_logloss: 0.280969 training's f1_score: 0.814792 valid_1's binary_logloss: 0.410599 valid_1's f1_score: 0.599163 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267166 training's f1_score: 0.824658 valid_1's binary_logloss: 0.408421 valid_1's f1_score: 0.603902 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.345129 training's f1_score: 0.751544 valid_1's binary_logloss: 0.415987 valid_1's f1_score: 0.770878 [20] training's binary_logloss: 0.309757 training's f1_score: 0.768914 valid_1's binary_logloss: 0.409062 valid_1's f1_score: 0.775094 [30] training's binary_logloss: 0.285113 training's f1_score: 0.792165 valid_1's binary_logloss: 0.40525 valid_1's f1_score: 0.773073 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271755 training's f1_score: 0.807538 valid_1's binary_logloss: 0.407927 valid_1's f1_score: 0.775532
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358653 training's f1_score: 0.75692 valid_1's binary_logloss: 0.35561 valid_1's f1_score: 0.727399 [20] training's binary_logloss: 0.318962 training's f1_score: 0.783675 valid_1's binary_logloss: 0.348686 valid_1's f1_score: 0.736332 [30] training's binary_logloss: 0.293211 training's f1_score: 0.802739 valid_1's binary_logloss: 0.348431 valid_1's f1_score: 0.738397 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.282656 training's f1_score: 0.814694 valid_1's binary_logloss: 0.350609 valid_1's f1_score: 0.732256 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.352866 training's f1_score: 0.737243 valid_1's binary_logloss: 0.406592 valid_1's f1_score: 0.783556
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.316964 training's f1_score: 0.761279 valid_1's binary_logloss: 0.404321 valid_1's f1_score: 0.784983 [30] training's binary_logloss: 0.288986 training's f1_score: 0.782912 valid_1's binary_logloss: 0.405239 valid_1's f1_score: 0.785573 Early stopping, best iteration is: [3] training's binary_logloss: 0.400267 training's f1_score: 0.71886 valid_1's binary_logloss: 0.448812 valid_1's f1_score: 0.796968 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.341363 training's f1_score: 0.785064 valid_1's binary_logloss: 0.344882 valid_1's f1_score: 0.664317 [20] training's binary_logloss: 0.308302 training's f1_score: 0.802274 valid_1's binary_logloss: 0.340654 valid_1's f1_score: 0.651646 [30] training's binary_logloss: 0.283681 training's f1_score: 0.817424 valid_1's binary_logloss: 0.336791 valid_1's f1_score: 0.660262 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271677 training's f1_score: 0.826733 valid_1's binary_logloss: 0.332986 valid_1's f1_score: 0.663763 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323722 training's f1_score: 0.794045 valid_1's binary_logloss: 0.405953 valid_1's f1_score: 0.629475 [20] training's binary_logloss: 0.291021 training's f1_score: 0.810945 valid_1's binary_logloss: 0.401729 valid_1's f1_score: 0.626566
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.269208 training's f1_score: 0.824832 valid_1's binary_logloss: 0.405353 valid_1's f1_score: 0.635373 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253647 training's f1_score: 0.83877 valid_1's binary_logloss: 0.40302 valid_1's f1_score: 0.627249 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332701 training's f1_score: 0.756803 valid_1's binary_logloss: 0.398114 valid_1's f1_score: 0.779733
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297329 training's f1_score: 0.783793 valid_1's binary_logloss: 0.393406 valid_1's f1_score: 0.783029 [30] training's binary_logloss: 0.271723 training's f1_score: 0.80152 valid_1's binary_logloss: 0.393693 valid_1's f1_score: 0.778924 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260228 training's f1_score: 0.813354 valid_1's binary_logloss: 0.394566 valid_1's f1_score: 0.778751 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.341063 training's f1_score: 0.7712 valid_1's binary_logloss: 0.344998 valid_1's f1_score: 0.743017 [20] training's binary_logloss: 0.307962 training's f1_score: 0.795682 valid_1's binary_logloss: 0.336647 valid_1's f1_score: 0.749126 [30] training's binary_logloss: 0.281088 training's f1_score: 0.809663 valid_1's binary_logloss: 0.332728 valid_1's f1_score: 0.751043 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268668 training's f1_score: 0.817135 valid_1's binary_logloss: 0.335002 valid_1's f1_score: 0.751389 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3374 training's f1_score: 0.746294 valid_1's binary_logloss: 0.383791 valid_1's f1_score: 0.796107 [20] training's binary_logloss: 0.307036 training's f1_score: 0.763605 valid_1's binary_logloss: 0.388801 valid_1's f1_score: 0.791241
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.281388 training's f1_score: 0.784674 valid_1's binary_logloss: 0.389826 valid_1's f1_score: 0.789116 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266372 training's f1_score: 0.797619 valid_1's binary_logloss: 0.38767 valid_1's f1_score: 0.792582 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342126 training's f1_score: 0.781838 valid_1's binary_logloss: 0.348811 valid_1's f1_score: 0.643103
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304869 training's f1_score: 0.80345 valid_1's binary_logloss: 0.338098 valid_1's f1_score: 0.656357 [30] training's binary_logloss: 0.277985 training's f1_score: 0.819743 valid_1's binary_logloss: 0.329023 valid_1's f1_score: 0.667254 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264266 training's f1_score: 0.830154 valid_1's binary_logloss: 0.331432 valid_1's f1_score: 0.661947 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.324261 training's f1_score: 0.791253 valid_1's binary_logloss: 0.40935 valid_1's f1_score: 0.611203 [20] training's binary_logloss: 0.290783 training's f1_score: 0.811644 valid_1's binary_logloss: 0.408143 valid_1's f1_score: 0.628763 [30] training's binary_logloss: 0.263339 training's f1_score: 0.829576 valid_1's binary_logloss: 0.408457 valid_1's f1_score: 0.642373 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249492 training's f1_score: 0.83649 valid_1's binary_logloss: 0.405713 valid_1's f1_score: 0.635274 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330417 training's f1_score: 0.761224 valid_1's binary_logloss: 0.400875 valid_1's f1_score: 0.772967 [20] training's binary_logloss: 0.292036 training's f1_score: 0.784025 valid_1's binary_logloss: 0.393868 valid_1's f1_score: 0.782469
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.265074 training's f1_score: 0.809797 valid_1's binary_logloss: 0.39468 valid_1's f1_score: 0.780755 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255557 training's f1_score: 0.816852 valid_1's binary_logloss: 0.396913 valid_1's f1_score: 0.775177 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.342968 training's f1_score: 0.772436 valid_1's binary_logloss: 0.346901 valid_1's f1_score: 0.744934 [20] training's binary_logloss: 0.307315 training's f1_score: 0.794975 valid_1's binary_logloss: 0.339646 valid_1's f1_score: 0.756757 [30] training's binary_logloss: 0.280047 training's f1_score: 0.810837 valid_1's binary_logloss: 0.335219 valid_1's f1_score: 0.749827 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266983 training's f1_score: 0.820471 valid_1's binary_logloss: 0.334101 valid_1's f1_score: 0.744577 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340097 training's f1_score: 0.746594 valid_1's binary_logloss: 0.393739 valid_1's f1_score: 0.787348 [20] training's binary_logloss: 0.303494 training's f1_score: 0.770324 valid_1's binary_logloss: 0.393956 valid_1's f1_score: 0.788856
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.275235 training's f1_score: 0.791667 valid_1's binary_logloss: 0.395693 valid_1's f1_score: 0.788027 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263996 training's f1_score: 0.801335 valid_1's binary_logloss: 0.397832 valid_1's f1_score: 0.782694 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341472 training's f1_score: 0.782769 valid_1's binary_logloss: 0.34901 valid_1's f1_score: 0.648936
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.303858 training's f1_score: 0.804411 valid_1's binary_logloss: 0.340652 valid_1's f1_score: 0.657918 [30] training's binary_logloss: 0.276131 training's f1_score: 0.822505 valid_1's binary_logloss: 0.334204 valid_1's f1_score: 0.669659 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263457 training's f1_score: 0.830764 valid_1's binary_logloss: 0.330744 valid_1's f1_score: 0.678571 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.322627 training's f1_score: 0.793018 valid_1's binary_logloss: 0.411002 valid_1's f1_score: 0.62439 [20] training's binary_logloss: 0.288411 training's f1_score: 0.811878 valid_1's binary_logloss: 0.410627 valid_1's f1_score: 0.631667 [30] training's binary_logloss: 0.263935 training's f1_score: 0.827727 valid_1's binary_logloss: 0.414296 valid_1's f1_score: 0.635373 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249147 training's f1_score: 0.839483 valid_1's binary_logloss: 0.407924 valid_1's f1_score: 0.637902 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331686 training's f1_score: 0.759809 valid_1's binary_logloss: 0.399856 valid_1's f1_score: 0.776135 [20] training's binary_logloss: 0.293873 training's f1_score: 0.783147 valid_1's binary_logloss: 0.394821 valid_1's f1_score: 0.783594
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.269026 training's f1_score: 0.802983 valid_1's binary_logloss: 0.398582 valid_1's f1_score: 0.776986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255699 training's f1_score: 0.814892 valid_1's binary_logloss: 0.402958 valid_1's f1_score: 0.771679 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.340483 training's f1_score: 0.76886 valid_1's binary_logloss: 0.347079 valid_1's f1_score: 0.743017 [20] training's binary_logloss: 0.306338 training's f1_score: 0.79362 valid_1's binary_logloss: 0.340608 valid_1's f1_score: 0.750347 [30] training's binary_logloss: 0.278912 training's f1_score: 0.811994 valid_1's binary_logloss: 0.339706 valid_1's f1_score: 0.750863 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266555 training's f1_score: 0.817946 valid_1's binary_logloss: 0.338632 valid_1's f1_score: 0.754325 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337572 training's f1_score: 0.74867 valid_1's binary_logloss: 0.394264 valid_1's f1_score: 0.794374 [20] training's binary_logloss: 0.301829 training's f1_score: 0.775865 valid_1's binary_logloss: 0.395352 valid_1's f1_score: 0.789653
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.274031 training's f1_score: 0.795083 valid_1's binary_logloss: 0.400258 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261708 training's f1_score: 0.80295 valid_1's binary_logloss: 0.400713 valid_1's f1_score: 0.777559 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.339029 training's f1_score: 0.78134 valid_1's binary_logloss: 0.35419 valid_1's f1_score: 0.654482 [20] training's binary_logloss: 0.301295 training's f1_score: 0.804661 valid_1's binary_logloss: 0.344159 valid_1's f1_score: 0.655681 [30] training's binary_logloss: 0.276505 training's f1_score: 0.823203 valid_1's binary_logloss: 0.34263 valid_1's f1_score: 0.66494 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261617 training's f1_score: 0.835138 valid_1's binary_logloss: 0.33669 valid_1's f1_score: 0.670732
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324483 training's f1_score: 0.79463 valid_1's binary_logloss: 0.410131 valid_1's f1_score: 0.61794 [20] training's binary_logloss: 0.28969 training's f1_score: 0.814573 valid_1's binary_logloss: 0.409567 valid_1's f1_score: 0.62963 [30] training's binary_logloss: 0.264136 training's f1_score: 0.828863 valid_1's binary_logloss: 0.41548 valid_1's f1_score: 0.624473 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249794 training's f1_score: 0.837421 valid_1's binary_logloss: 0.41113 valid_1's f1_score: 0.629975 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331008 training's f1_score: 0.759679 valid_1's binary_logloss: 0.400757 valid_1's f1_score: 0.773885
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296319 training's f1_score: 0.778234 valid_1's binary_logloss: 0.399054 valid_1's f1_score: 0.769892 [30] training's binary_logloss: 0.268047 training's f1_score: 0.804163 valid_1's binary_logloss: 0.3955 valid_1's f1_score: 0.777049 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257218 training's f1_score: 0.815483 valid_1's binary_logloss: 0.396065 valid_1's f1_score: 0.774123 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.339295 training's f1_score: 0.771447 valid_1's binary_logloss: 0.348144 valid_1's f1_score: 0.743056 [20] training's binary_logloss: 0.302232 training's f1_score: 0.796126 valid_1's binary_logloss: 0.34204 valid_1's f1_score: 0.743643 [30] training's binary_logloss: 0.274451 training's f1_score: 0.816558 valid_1's binary_logloss: 0.339953 valid_1's f1_score: 0.750863 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262072 training's f1_score: 0.826641 valid_1's binary_logloss: 0.338749 valid_1's f1_score: 0.747741 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335868 training's f1_score: 0.753743 valid_1's binary_logloss: 0.39106 valid_1's f1_score: 0.793388 [20] training's binary_logloss: 0.300915 training's f1_score: 0.771226 valid_1's binary_logloss: 0.387926 valid_1's f1_score: 0.78554
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.274082 training's f1_score: 0.795786 valid_1's binary_logloss: 0.392269 valid_1's f1_score: 0.786739 Early stopping, best iteration is: [5] training's binary_logloss: 0.360458 training's f1_score: 0.751427 valid_1's binary_logloss: 0.404676 valid_1's f1_score: 0.803385 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336651 training's f1_score: 0.787006 valid_1's binary_logloss: 0.345624 valid_1's f1_score: 0.666085
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301377 training's f1_score: 0.805581 valid_1's binary_logloss: 0.339792 valid_1's f1_score: 0.667235 [30] training's binary_logloss: 0.276268 training's f1_score: 0.823457 valid_1's binary_logloss: 0.33531 valid_1's f1_score: 0.669528 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262422 training's f1_score: 0.835151 valid_1's binary_logloss: 0.330582 valid_1's f1_score: 0.677876 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.320437 training's f1_score: 0.792429 valid_1's binary_logloss: 0.410801 valid_1's f1_score: 0.624066 [20] training's binary_logloss: 0.288041 training's f1_score: 0.810334 valid_1's binary_logloss: 0.416801 valid_1's f1_score: 0.632535 [30] training's binary_logloss: 0.26239 training's f1_score: 0.827273 valid_1's binary_logloss: 0.413775 valid_1's f1_score: 0.63202 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250134 training's f1_score: 0.831348 valid_1's binary_logloss: 0.410114 valid_1's f1_score: 0.635672
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330499 training's f1_score: 0.763624 valid_1's binary_logloss: 0.397378 valid_1's f1_score: 0.77672 [20] training's binary_logloss: 0.291294 training's f1_score: 0.783788 valid_1's binary_logloss: 0.388145 valid_1's f1_score: 0.781622 [30] training's binary_logloss: 0.264889 training's f1_score: 0.810109 valid_1's binary_logloss: 0.390692 valid_1's f1_score: 0.782845 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253393 training's f1_score: 0.821082 valid_1's binary_logloss: 0.391661 valid_1's f1_score: 0.778443 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335159 training's f1_score: 0.779267 valid_1's binary_logloss: 0.349069 valid_1's f1_score: 0.740278
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301521 training's f1_score: 0.798134 valid_1's binary_logloss: 0.341696 valid_1's f1_score: 0.746186 [30] training's binary_logloss: 0.278363 training's f1_score: 0.815295 valid_1's binary_logloss: 0.341446 valid_1's f1_score: 0.748081 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265778 training's f1_score: 0.823281 valid_1's binary_logloss: 0.341657 valid_1's f1_score: 0.746352 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332527 training's f1_score: 0.756673 valid_1's binary_logloss: 0.389958 valid_1's f1_score: 0.791868 [20] training's binary_logloss: 0.299871 training's f1_score: 0.772233 valid_1's binary_logloss: 0.389895 valid_1's f1_score: 0.792636 [30] training's binary_logloss: 0.272557 training's f1_score: 0.793501 valid_1's binary_logloss: 0.393737 valid_1's f1_score: 0.793187 Early stopping, best iteration is: [4] training's binary_logloss: 0.374573 training's f1_score: 0.742306 valid_1's binary_logloss: 0.420165 valid_1's f1_score: 0.79571
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335477 training's f1_score: 0.786327 valid_1's binary_logloss: 0.342721 valid_1's f1_score: 0.66313 [20] training's binary_logloss: 0.301537 training's f1_score: 0.806135 valid_1's binary_logloss: 0.337934 valid_1's f1_score: 0.680377 [30] training's binary_logloss: 0.274076 training's f1_score: 0.825039 valid_1's binary_logloss: 0.332123 valid_1's f1_score: 0.68662 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260287 training's f1_score: 0.83087 valid_1's binary_logloss: 0.326201 valid_1's f1_score: 0.689105 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319174 training's f1_score: 0.801059 valid_1's binary_logloss: 0.417201 valid_1's f1_score: 0.622074
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.28659 training's f1_score: 0.816721 valid_1's binary_logloss: 0.409708 valid_1's f1_score: 0.622185 [30] training's binary_logloss: 0.264893 training's f1_score: 0.829987 valid_1's binary_logloss: 0.40693 valid_1's f1_score: 0.631402 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249352 training's f1_score: 0.839024 valid_1's binary_logloss: 0.405483 valid_1's f1_score: 0.634146 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327831 training's f1_score: 0.762614 valid_1's binary_logloss: 0.398913 valid_1's f1_score: 0.773475 [20] training's binary_logloss: 0.289386 training's f1_score: 0.789419 valid_1's binary_logloss: 0.393459 valid_1's f1_score: 0.780726 [30] training's binary_logloss: 0.259772 training's f1_score: 0.8134 valid_1's binary_logloss: 0.38979 valid_1's f1_score: 0.781988 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247827 training's f1_score: 0.826253 valid_1's binary_logloss: 0.390924 valid_1's f1_score: 0.780702 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336341 training's f1_score: 0.776501 valid_1's binary_logloss: 0.347593 valid_1's f1_score: 0.738376
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301824 training's f1_score: 0.795473 valid_1's binary_logloss: 0.341636 valid_1's f1_score: 0.746352 [30] training's binary_logloss: 0.274538 training's f1_score: 0.816631 valid_1's binary_logloss: 0.34276 valid_1's f1_score: 0.744607 Early stopping, best iteration is: [5] training's binary_logloss: 0.370655 training's f1_score: 0.768133 valid_1's binary_logloss: 0.363211 valid_1's f1_score: 0.748026 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332582 training's f1_score: 0.751926 valid_1's binary_logloss: 0.391518 valid_1's f1_score: 0.785645 [20] training's binary_logloss: 0.297642 training's f1_score: 0.774697 valid_1's binary_logloss: 0.395976 valid_1's f1_score: 0.784661 [30] training's binary_logloss: 0.26973 training's f1_score: 0.796848 valid_1's binary_logloss: 0.403245 valid_1's f1_score: 0.784623 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257768 training's f1_score: 0.807475 valid_1's binary_logloss: 0.403706 valid_1's f1_score: 0.785325 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334951 training's f1_score: 0.788456 valid_1's binary_logloss: 0.338383 valid_1's f1_score: 0.674357
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301367 training's f1_score: 0.806328 valid_1's binary_logloss: 0.338105 valid_1's f1_score: 0.666088 [30] training's binary_logloss: 0.272467 training's f1_score: 0.825023 valid_1's binary_logloss: 0.32999 valid_1's f1_score: 0.667252 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259425 training's f1_score: 0.833437 valid_1's binary_logloss: 0.329259 valid_1's f1_score: 0.664889 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.316445 training's f1_score: 0.798381 valid_1's binary_logloss: 0.400923 valid_1's f1_score: 0.621392 [20] training's binary_logloss: 0.286647 training's f1_score: 0.813337 valid_1's binary_logloss: 0.397187 valid_1's f1_score: 0.634354 [30] training's binary_logloss: 0.26192 training's f1_score: 0.829176 valid_1's binary_logloss: 0.400104 valid_1's f1_score: 0.632027 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245853 training's f1_score: 0.841625 valid_1's binary_logloss: 0.397847 valid_1's f1_score: 0.642186
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326744 training's f1_score: 0.76414 valid_1's binary_logloss: 0.395484 valid_1's f1_score: 0.77748 [20] training's binary_logloss: 0.290264 training's f1_score: 0.786044 valid_1's binary_logloss: 0.392644 valid_1's f1_score: 0.772801 [30] training's binary_logloss: 0.264261 training's f1_score: 0.80732 valid_1's binary_logloss: 0.397068 valid_1's f1_score: 0.77115 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252719 training's f1_score: 0.818608 valid_1's binary_logloss: 0.401414 valid_1's f1_score: 0.767302 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333022 training's f1_score: 0.779433 valid_1's binary_logloss: 0.347693 valid_1's f1_score: 0.742897 [20] training's binary_logloss: 0.299041 training's f1_score: 0.799871 valid_1's binary_logloss: 0.341723 valid_1's f1_score: 0.750343 [30] training's binary_logloss: 0.275703 training's f1_score: 0.814385 valid_1's binary_logloss: 0.339411 valid_1's f1_score: 0.749485 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263502 training's f1_score: 0.824309 valid_1's binary_logloss: 0.337903 valid_1's f1_score: 0.747766 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33053 training's f1_score: 0.75445 valid_1's binary_logloss: 0.387351 valid_1's f1_score: 0.793154 [20] training's binary_logloss: 0.298819 training's f1_score: 0.778623 valid_1's binary_logloss: 0.390876 valid_1's f1_score: 0.793171
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.27206 training's f1_score: 0.79874 valid_1's binary_logloss: 0.390458 valid_1's f1_score: 0.798034 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25987 training's f1_score: 0.809674 valid_1's binary_logloss: 0.387945 valid_1's f1_score: 0.794319 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335374 training's f1_score: 0.787136 valid_1's binary_logloss: 0.345699 valid_1's f1_score: 0.663167
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.30305 training's f1_score: 0.804178 valid_1's binary_logloss: 0.342035 valid_1's f1_score: 0.656922 [30] training's binary_logloss: 0.275836 training's f1_score: 0.820426 valid_1's binary_logloss: 0.336165 valid_1's f1_score: 0.666667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263712 training's f1_score: 0.830574 valid_1's binary_logloss: 0.337075 valid_1's f1_score: 0.662587 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318075 training's f1_score: 0.794979 valid_1's binary_logloss: 0.411104 valid_1's f1_score: 0.613579 [20] training's binary_logloss: 0.285087 training's f1_score: 0.811382 valid_1's binary_logloss: 0.402237 valid_1's f1_score: 0.632826 [30] training's binary_logloss: 0.256948 training's f1_score: 0.828764 valid_1's binary_logloss: 0.408698 valid_1's f1_score: 0.62342 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24461 training's f1_score: 0.838608 valid_1's binary_logloss: 0.410252 valid_1's f1_score: 0.628183
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32496 training's f1_score: 0.766311 valid_1's binary_logloss: 0.392806 valid_1's f1_score: 0.784958 [20] training's binary_logloss: 0.28829 training's f1_score: 0.78602 valid_1's binary_logloss: 0.384476 valid_1's f1_score: 0.785097 [30] training's binary_logloss: 0.258258 training's f1_score: 0.81435 valid_1's binary_logloss: 0.385884 valid_1's f1_score: 0.785323 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245744 training's f1_score: 0.827285 valid_1's binary_logloss: 0.39231 valid_1's f1_score: 0.779978 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332195 training's f1_score: 0.776301 valid_1's binary_logloss: 0.34459 valid_1's f1_score: 0.745342
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297604 training's f1_score: 0.798523 valid_1's binary_logloss: 0.33408 valid_1's f1_score: 0.756498 [30] training's binary_logloss: 0.270673 training's f1_score: 0.818182 valid_1's binary_logloss: 0.33415 valid_1's f1_score: 0.755341 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256721 training's f1_score: 0.828057 valid_1's binary_logloss: 0.333557 valid_1's f1_score: 0.758478 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33161 training's f1_score: 0.750981 valid_1's binary_logloss: 0.386843 valid_1's f1_score: 0.791888 [20] training's binary_logloss: 0.295276 training's f1_score: 0.779755 valid_1's binary_logloss: 0.394086 valid_1's f1_score: 0.788293 [30] training's binary_logloss: 0.266885 training's f1_score: 0.80049 valid_1's binary_logloss: 0.398972 valid_1's f1_score: 0.787789 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252627 training's f1_score: 0.810393 valid_1's binary_logloss: 0.401809 valid_1's f1_score: 0.785185 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334554 training's f1_score: 0.784127 valid_1's binary_logloss: 0.343858 valid_1's f1_score: 0.671316
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298903 training's f1_score: 0.810563 valid_1's binary_logloss: 0.345364 valid_1's f1_score: 0.662093 [30] training's binary_logloss: 0.274716 training's f1_score: 0.827142 valid_1's binary_logloss: 0.343199 valid_1's f1_score: 0.665514 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261512 training's f1_score: 0.834515 valid_1's binary_logloss: 0.342637 valid_1's f1_score: 0.653913
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.315732 training's f1_score: 0.79447 valid_1's binary_logloss: 0.408615 valid_1's f1_score: 0.615638 [20] training's binary_logloss: 0.283852 training's f1_score: 0.812626 valid_1's binary_logloss: 0.402508 valid_1's f1_score: 0.626043 [30] training's binary_logloss: 0.258352 training's f1_score: 0.830784 valid_1's binary_logloss: 0.401734 valid_1's f1_score: 0.641955 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246486 training's f1_score: 0.840213 valid_1's binary_logloss: 0.403142 valid_1's f1_score: 0.634436 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323548 training's f1_score: 0.767981 valid_1's binary_logloss: 0.392284 valid_1's f1_score: 0.785374
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.288856 training's f1_score: 0.78853 valid_1's binary_logloss: 0.388784 valid_1's f1_score: 0.780172 [30] training's binary_logloss: 0.262057 training's f1_score: 0.805244 valid_1's binary_logloss: 0.391471 valid_1's f1_score: 0.775956 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248785 training's f1_score: 0.819684 valid_1's binary_logloss: 0.399823 valid_1's f1_score: 0.774973 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331215 training's f1_score: 0.778685 valid_1's binary_logloss: 0.343691 valid_1's f1_score: 0.74548 [20] training's binary_logloss: 0.29612 training's f1_score: 0.800451 valid_1's binary_logloss: 0.33437 valid_1's f1_score: 0.755525 [30] training's binary_logloss: 0.27095 training's f1_score: 0.817771 valid_1's binary_logloss: 0.33049 valid_1's f1_score: 0.759388 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257942 training's f1_score: 0.828349 valid_1's binary_logloss: 0.329977 valid_1's f1_score: 0.757282 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328046 training's f1_score: 0.75154 valid_1's binary_logloss: 0.385564 valid_1's f1_score: 0.794983 [20] training's binary_logloss: 0.294814 training's f1_score: 0.777663 valid_1's binary_logloss: 0.389405 valid_1's f1_score: 0.791868
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.267927 training's f1_score: 0.8 valid_1's binary_logloss: 0.388227 valid_1's f1_score: 0.789422 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252351 training's f1_score: 0.815349 valid_1's binary_logloss: 0.393269 valid_1's f1_score: 0.791381 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333054 training's f1_score: 0.787322 valid_1's binary_logloss: 0.342611 valid_1's f1_score: 0.660361
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298355 training's f1_score: 0.810661 valid_1's binary_logloss: 0.329433 valid_1's f1_score: 0.670103 [30] training's binary_logloss: 0.273435 training's f1_score: 0.825524 valid_1's binary_logloss: 0.326311 valid_1's f1_score: 0.674804 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263109 training's f1_score: 0.832561 valid_1's binary_logloss: 0.327193 valid_1's f1_score: 0.66902 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.31834 training's f1_score: 0.799071 valid_1's binary_logloss: 0.40506 valid_1's f1_score: 0.609283 [20] training's binary_logloss: 0.286749 training's f1_score: 0.81337 valid_1's binary_logloss: 0.40393 valid_1's f1_score: 0.619128 [30] training's binary_logloss: 0.259134 training's f1_score: 0.834196 valid_1's binary_logloss: 0.41017 valid_1's f1_score: 0.612489 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245687 training's f1_score: 0.842767 valid_1's binary_logloss: 0.409861 valid_1's f1_score: 0.614865 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322256 training's f1_score: 0.77083 valid_1's binary_logloss: 0.393136 valid_1's f1_score: 0.782331 [20] training's binary_logloss: 0.290728 training's f1_score: 0.784441 valid_1's binary_logloss: 0.387879 valid_1's f1_score: 0.784335
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.260154 training's f1_score: 0.807719 valid_1's binary_logloss: 0.391667 valid_1's f1_score: 0.78113 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246864 training's f1_score: 0.820504 valid_1's binary_logloss: 0.395898 valid_1's f1_score: 0.774052 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330637 training's f1_score: 0.779316 valid_1's binary_logloss: 0.347943 valid_1's f1_score: 0.736054 [20] training's binary_logloss: 0.295656 training's f1_score: 0.797501 valid_1's binary_logloss: 0.337141 valid_1's f1_score: 0.74352 [30] training's binary_logloss: 0.269667 training's f1_score: 0.81989 valid_1's binary_logloss: 0.339199 valid_1's f1_score: 0.745902 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253971 training's f1_score: 0.830633 valid_1's binary_logloss: 0.337478 valid_1's f1_score: 0.745205
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330573 training's f1_score: 0.754166 valid_1's binary_logloss: 0.391599 valid_1's f1_score: 0.785887 [20] training's binary_logloss: 0.29623 training's f1_score: 0.776743 valid_1's binary_logloss: 0.392787 valid_1's f1_score: 0.787731 [30] training's binary_logloss: 0.267755 training's f1_score: 0.796714 valid_1's binary_logloss: 0.398331 valid_1's f1_score: 0.784102 Early stopping, best iteration is: [4] training's binary_logloss: 0.372034 training's f1_score: 0.74094 valid_1's binary_logloss: 0.418548 valid_1's f1_score: 0.796585 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332436 training's f1_score: 0.785605 valid_1's binary_logloss: 0.344558 valid_1's f1_score: 0.666094
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298847 training's f1_score: 0.807474 valid_1's binary_logloss: 0.338497 valid_1's f1_score: 0.668948 [30] training's binary_logloss: 0.272126 training's f1_score: 0.828258 valid_1's binary_logloss: 0.338231 valid_1's f1_score: 0.671256 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257116 training's f1_score: 0.83785 valid_1's binary_logloss: 0.339293 valid_1's f1_score: 0.660885 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.316744 training's f1_score: 0.796539 valid_1's binary_logloss: 0.414399 valid_1's f1_score: 0.613223 [20] training's binary_logloss: 0.287044 training's f1_score: 0.812481 valid_1's binary_logloss: 0.408893 valid_1's f1_score: 0.627063 [30] training's binary_logloss: 0.259864 training's f1_score: 0.831087 valid_1's binary_logloss: 0.408443 valid_1's f1_score: 0.629382 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24318 training's f1_score: 0.845608 valid_1's binary_logloss: 0.406809 valid_1's f1_score: 0.6306 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324015 training's f1_score: 0.767945 valid_1's binary_logloss: 0.394797 valid_1's f1_score: 0.779894
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.289666 training's f1_score: 0.783562 valid_1's binary_logloss: 0.388687 valid_1's f1_score: 0.785137 [30] training's binary_logloss: 0.261516 training's f1_score: 0.807072 valid_1's binary_logloss: 0.389994 valid_1's f1_score: 0.782941 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247715 training's f1_score: 0.824433 valid_1's binary_logloss: 0.391813 valid_1's f1_score: 0.780649 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331267 training's f1_score: 0.774897 valid_1's binary_logloss: 0.345907 valid_1's f1_score: 0.737627 [20] training's binary_logloss: 0.29652 training's f1_score: 0.799041 valid_1's binary_logloss: 0.337934 valid_1's f1_score: 0.746086 [30] training's binary_logloss: 0.27079 training's f1_score: 0.820042 valid_1's binary_logloss: 0.337094 valid_1's f1_score: 0.742662 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257778 training's f1_score: 0.827586 valid_1's binary_logloss: 0.334179 valid_1's f1_score: 0.751037
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328313 training's f1_score: 0.756256 valid_1's binary_logloss: 0.388628 valid_1's f1_score: 0.793789 [20] training's binary_logloss: 0.297354 training's f1_score: 0.772712 valid_1's binary_logloss: 0.392895 valid_1's f1_score: 0.787819 [30] training's binary_logloss: 0.270336 training's f1_score: 0.795332 valid_1's binary_logloss: 0.396238 valid_1's f1_score: 0.788845 Early stopping, best iteration is: [4] training's binary_logloss: 0.370695 training's f1_score: 0.743728 valid_1's binary_logloss: 0.418686 valid_1's f1_score: 0.798784 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334238 training's f1_score: 0.78749 valid_1's binary_logloss: 0.34669 valid_1's f1_score: 0.666102
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29896 training's f1_score: 0.807286 valid_1's binary_logloss: 0.336664 valid_1's f1_score: 0.674024 [30] training's binary_logloss: 0.27105 training's f1_score: 0.822511 valid_1's binary_logloss: 0.327556 valid_1's f1_score: 0.677083 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258686 training's f1_score: 0.832789 valid_1's binary_logloss: 0.326716 valid_1's f1_score: 0.671341 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.316051 training's f1_score: 0.799628 valid_1's binary_logloss: 0.42096 valid_1's f1_score: 0.599349 [20] training's binary_logloss: 0.283572 training's f1_score: 0.817673 valid_1's binary_logloss: 0.412314 valid_1's f1_score: 0.626667 [30] training's binary_logloss: 0.257871 training's f1_score: 0.832599 valid_1's binary_logloss: 0.413485 valid_1's f1_score: 0.618609 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243048 training's f1_score: 0.8434 valid_1's binary_logloss: 0.418077 valid_1's f1_score: 0.621735 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324217 training's f1_score: 0.767007 valid_1's binary_logloss: 0.392936 valid_1's f1_score: 0.783209
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.285913 training's f1_score: 0.789609 valid_1's binary_logloss: 0.392242 valid_1's f1_score: 0.785408 [30] training's binary_logloss: 0.259524 training's f1_score: 0.811549 valid_1's binary_logloss: 0.395612 valid_1's f1_score: 0.783974 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245011 training's f1_score: 0.826155 valid_1's binary_logloss: 0.401111 valid_1's f1_score: 0.77218
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332883 training's f1_score: 0.77937 valid_1's binary_logloss: 0.345975 valid_1's f1_score: 0.731241 [20] training's binary_logloss: 0.296393 training's f1_score: 0.800257 valid_1's binary_logloss: 0.340032 valid_1's f1_score: 0.741604 [30] training's binary_logloss: 0.268642 training's f1_score: 0.819624 valid_1's binary_logloss: 0.338354 valid_1's f1_score: 0.754508 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255044 training's f1_score: 0.827654 valid_1's binary_logloss: 0.338687 valid_1's f1_score: 0.751911 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328585 training's f1_score: 0.754395 valid_1's binary_logloss: 0.389278 valid_1's f1_score: 0.793436
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296364 training's f1_score: 0.771881 valid_1's binary_logloss: 0.391884 valid_1's f1_score: 0.789729 [30] training's binary_logloss: 0.27088 training's f1_score: 0.793584 valid_1's binary_logloss: 0.396361 valid_1's f1_score: 0.790015 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255302 training's f1_score: 0.808421 valid_1's binary_logloss: 0.394029 valid_1's f1_score: 0.792713
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332463 training's f1_score: 0.784833 valid_1's binary_logloss: 0.344491 valid_1's f1_score: 0.664401 [20] training's binary_logloss: 0.298062 training's f1_score: 0.80713 valid_1's binary_logloss: 0.339603 valid_1's f1_score: 0.662681 [30] training's binary_logloss: 0.272073 training's f1_score: 0.82451 valid_1's binary_logloss: 0.334701 valid_1's f1_score: 0.665505 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259907 training's f1_score: 0.835431 valid_1's binary_logloss: 0.336616 valid_1's f1_score: 0.663158 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.314865 training's f1_score: 0.797283 valid_1's binary_logloss: 0.412299 valid_1's f1_score: 0.613246 [20] training's binary_logloss: 0.280454 training's f1_score: 0.816612 valid_1's binary_logloss: 0.402157 valid_1's f1_score: 0.627189 [30] training's binary_logloss: 0.258789 training's f1_score: 0.830336 valid_1's binary_logloss: 0.403864 valid_1's f1_score: 0.63016 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243872 training's f1_score: 0.844276 valid_1's binary_logloss: 0.402416 valid_1's f1_score: 0.627319 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323022 training's f1_score: 0.769309 valid_1's binary_logloss: 0.392294 valid_1's f1_score: 0.779138
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.288252 training's f1_score: 0.784153 valid_1's binary_logloss: 0.384544 valid_1's f1_score: 0.777838 [30] training's binary_logloss: 0.256038 training's f1_score: 0.813008 valid_1's binary_logloss: 0.386957 valid_1's f1_score: 0.775041 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239627 training's f1_score: 0.83034 valid_1's binary_logloss: 0.391488 valid_1's f1_score: 0.772376 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330522 training's f1_score: 0.778575 valid_1's binary_logloss: 0.344329 valid_1's f1_score: 0.733564 [20] training's binary_logloss: 0.296295 training's f1_score: 0.794529 valid_1's binary_logloss: 0.338776 valid_1's f1_score: 0.741558 [30] training's binary_logloss: 0.268611 training's f1_score: 0.81858 valid_1's binary_logloss: 0.333337 valid_1's f1_score: 0.751037 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253258 training's f1_score: 0.829943 valid_1's binary_logloss: 0.335151 valid_1's f1_score: 0.748611 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328546 training's f1_score: 0.757072 valid_1's binary_logloss: 0.388849 valid_1's f1_score: 0.787091
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296883 training's f1_score: 0.771532 valid_1's binary_logloss: 0.394747 valid_1's f1_score: 0.786267 [30] training's binary_logloss: 0.266043 training's f1_score: 0.795189 valid_1's binary_logloss: 0.398849 valid_1's f1_score: 0.784847 Early stopping, best iteration is: [4] training's binary_logloss: 0.369021 training's f1_score: 0.744489 valid_1's binary_logloss: 0.416749 valid_1's f1_score: 0.795398 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331367 training's f1_score: 0.784338 valid_1's binary_logloss: 0.343346 valid_1's f1_score: 0.667241 [20] training's binary_logloss: 0.301272 training's f1_score: 0.807592 valid_1's binary_logloss: 0.339566 valid_1's f1_score: 0.671175 [30] training's binary_logloss: 0.27204 training's f1_score: 0.824184 valid_1's binary_logloss: 0.327234 valid_1's f1_score: 0.678947 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25831 training's f1_score: 0.835096 valid_1's binary_logloss: 0.32923 valid_1's f1_score: 0.676573 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312971 training's f1_score: 0.801302 valid_1's binary_logloss: 0.411753 valid_1's f1_score: 0.611065
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.280627 training's f1_score: 0.814941 valid_1's binary_logloss: 0.408249 valid_1's f1_score: 0.631052 [30] training's binary_logloss: 0.25104 training's f1_score: 0.838669 valid_1's binary_logloss: 0.408094 valid_1's f1_score: 0.624681 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.237698 training's f1_score: 0.846215 valid_1's binary_logloss: 0.408586 valid_1's f1_score: 0.626712 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.321357 training's f1_score: 0.765654 valid_1's binary_logloss: 0.390185 valid_1's f1_score: 0.783165 [20] training's binary_logloss: 0.285846 training's f1_score: 0.787483 valid_1's binary_logloss: 0.386982 valid_1's f1_score: 0.787027 [30] training's binary_logloss: 0.254344 training's f1_score: 0.815227 valid_1's binary_logloss: 0.388781 valid_1's f1_score: 0.778878 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242587 training's f1_score: 0.826536 valid_1's binary_logloss: 0.39494 valid_1's f1_score: 0.775262 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330318 training's f1_score: 0.77979 valid_1's binary_logloss: 0.347287 valid_1's f1_score: 0.739071
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294924 training's f1_score: 0.801534 valid_1's binary_logloss: 0.341339 valid_1's f1_score: 0.747087 [30] training's binary_logloss: 0.264992 training's f1_score: 0.823815 valid_1's binary_logloss: 0.336828 valid_1's f1_score: 0.755187 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251131 training's f1_score: 0.8373 valid_1's binary_logloss: 0.336201 valid_1's f1_score: 0.75886 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327145 training's f1_score: 0.756673 valid_1's binary_logloss: 0.387451 valid_1's f1_score: 0.799614 [20] training's binary_logloss: 0.297 training's f1_score: 0.771851 valid_1's binary_logloss: 0.39089 valid_1's f1_score: 0.797857 [30] training's binary_logloss: 0.267517 training's f1_score: 0.793158 valid_1's binary_logloss: 0.39241 valid_1's f1_score: 0.79901 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252247 training's f1_score: 0.807327 valid_1's binary_logloss: 0.393677 valid_1's f1_score: 0.800198 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331917 training's f1_score: 0.78603 valid_1's binary_logloss: 0.346527 valid_1's f1_score: 0.670103
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299428 training's f1_score: 0.805266 valid_1's binary_logloss: 0.340373 valid_1's f1_score: 0.663274 [30] training's binary_logloss: 0.271087 training's f1_score: 0.823511 valid_1's binary_logloss: 0.338852 valid_1's f1_score: 0.660361 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258379 training's f1_score: 0.829698 valid_1's binary_logloss: 0.33673 valid_1's f1_score: 0.661485 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.312234 training's f1_score: 0.795969 valid_1's binary_logloss: 0.411589 valid_1's f1_score: 0.622843 [20] training's binary_logloss: 0.283339 training's f1_score: 0.812432 valid_1's binary_logloss: 0.408235 valid_1's f1_score: 0.629568 [30] training's binary_logloss: 0.256128 training's f1_score: 0.832444 valid_1's binary_logloss: 0.410936 valid_1's f1_score: 0.628667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.23937 training's f1_score: 0.845026 valid_1's binary_logloss: 0.408242 valid_1's f1_score: 0.632291 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318944 training's f1_score: 0.774271 valid_1's binary_logloss: 0.389128 valid_1's f1_score: 0.780514
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.28212 training's f1_score: 0.79171 valid_1's binary_logloss: 0.381375 valid_1's f1_score: 0.782988 [30] training's binary_logloss: 0.257048 training's f1_score: 0.814119 valid_1's binary_logloss: 0.386788 valid_1's f1_score: 0.774017 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245047 training's f1_score: 0.830268 valid_1's binary_logloss: 0.393857 valid_1's f1_score: 0.7731 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328355 training's f1_score: 0.77843 valid_1's binary_logloss: 0.345035 valid_1's f1_score: 0.740339 [20] training's binary_logloss: 0.296364 training's f1_score: 0.80032 valid_1's binary_logloss: 0.337742 valid_1's f1_score: 0.743677 [30] training's binary_logloss: 0.268141 training's f1_score: 0.824883 valid_1's binary_logloss: 0.335555 valid_1's f1_score: 0.745316 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252878 training's f1_score: 0.837119 valid_1's binary_logloss: 0.336403 valid_1's f1_score: 0.743412 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325756 training's f1_score: 0.754374 valid_1's binary_logloss: 0.385671 valid_1's f1_score: 0.796126
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294388 training's f1_score: 0.771869 valid_1's binary_logloss: 0.389982 valid_1's f1_score: 0.789194 [30] training's binary_logloss: 0.264767 training's f1_score: 0.801331 valid_1's binary_logloss: 0.39439 valid_1's f1_score: 0.790607 Early stopping, best iteration is: [5] training's binary_logloss: 0.356546 training's f1_score: 0.749824 valid_1's binary_logloss: 0.403337 valid_1's f1_score: 0.799802
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332237 training's f1_score: 0.784961 valid_1's binary_logloss: 0.348778 valid_1's f1_score: 0.661031 [20] training's binary_logloss: 0.29921 training's f1_score: 0.805246 valid_1's binary_logloss: 0.339516 valid_1's f1_score: 0.668919 [30] training's binary_logloss: 0.272332 training's f1_score: 0.824834 valid_1's binary_logloss: 0.333934 valid_1's f1_score: 0.673593 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257114 training's f1_score: 0.838299 valid_1's binary_logloss: 0.330335 valid_1's f1_score: 0.670711 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.311645 training's f1_score: 0.796474 valid_1's binary_logloss: 0.409387 valid_1's f1_score: 0.61285 [20] training's binary_logloss: 0.283297 training's f1_score: 0.815342 valid_1's binary_logloss: 0.405531 valid_1's f1_score: 0.632703 [30] training's binary_logloss: 0.255292 training's f1_score: 0.834273 valid_1's binary_logloss: 0.400789 valid_1's f1_score: 0.625941 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.237284 training's f1_score: 0.846445 valid_1's binary_logloss: 0.400986 valid_1's f1_score: 0.630252 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321388 training's f1_score: 0.768289 valid_1's binary_logloss: 0.392666 valid_1's f1_score: 0.781116 [20] training's binary_logloss: 0.286825 training's f1_score: 0.789284 valid_1's binary_logloss: 0.396344 valid_1's f1_score: 0.777477
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.261115 training's f1_score: 0.812749 valid_1's binary_logloss: 0.397346 valid_1's f1_score: 0.769737 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247546 training's f1_score: 0.825921 valid_1's binary_logloss: 0.399982 valid_1's f1_score: 0.765513 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327658 training's f1_score: 0.781661 valid_1's binary_logloss: 0.343824 valid_1's f1_score: 0.744345
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294183 training's f1_score: 0.802003 valid_1's binary_logloss: 0.340383 valid_1's f1_score: 0.743677 [30] training's binary_logloss: 0.264446 training's f1_score: 0.823779 valid_1's binary_logloss: 0.334947 valid_1's f1_score: 0.750521 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254039 training's f1_score: 0.832136 valid_1's binary_logloss: 0.33633 valid_1's f1_score: 0.751566 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328967 training's f1_score: 0.755297 valid_1's binary_logloss: 0.38847 valid_1's f1_score: 0.798063 [20] training's binary_logloss: 0.298902 training's f1_score: 0.77456 valid_1's binary_logloss: 0.392517 valid_1's f1_score: 0.791402 [30] training's binary_logloss: 0.266187 training's f1_score: 0.799511 valid_1's binary_logloss: 0.40184 valid_1's f1_score: 0.779862 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248119 training's f1_score: 0.812942 valid_1's binary_logloss: 0.401323 valid_1's f1_score: 0.785075 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330856 training's f1_score: 0.787824 valid_1's binary_logloss: 0.347593 valid_1's f1_score: 0.662762
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297388 training's f1_score: 0.807651 valid_1's binary_logloss: 0.335602 valid_1's f1_score: 0.673418 [30] training's binary_logloss: 0.274652 training's f1_score: 0.822949 valid_1's binary_logloss: 0.337754 valid_1's f1_score: 0.659322 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259309 training's f1_score: 0.833901 valid_1's binary_logloss: 0.335404 valid_1's f1_score: 0.663801 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.313084 training's f1_score: 0.795922 valid_1's binary_logloss: 0.413343 valid_1's f1_score: 0.618061 [20] training's binary_logloss: 0.281961 training's f1_score: 0.816295 valid_1's binary_logloss: 0.412755 valid_1's f1_score: 0.622332 [30] training's binary_logloss: 0.253179 training's f1_score: 0.838852 valid_1's binary_logloss: 0.406626 valid_1's f1_score: 0.634064 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239224 training's f1_score: 0.84687 valid_1's binary_logloss: 0.407922 valid_1's f1_score: 0.629536 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319882 training's f1_score: 0.767458 valid_1's binary_logloss: 0.384933 valid_1's f1_score: 0.783813 [20] training's binary_logloss: 0.284486 training's f1_score: 0.788737 valid_1's binary_logloss: 0.384925 valid_1's f1_score: 0.780829
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.255734 training's f1_score: 0.812274 valid_1's binary_logloss: 0.386056 valid_1's f1_score: 0.785209 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240587 training's f1_score: 0.823651 valid_1's binary_logloss: 0.387933 valid_1's f1_score: 0.780994 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327136 training's f1_score: 0.778738 valid_1's binary_logloss: 0.346985 valid_1's f1_score: 0.739369
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292529 training's f1_score: 0.799807 valid_1's binary_logloss: 0.342617 valid_1's f1_score: 0.742779 [30] training's binary_logloss: 0.259752 training's f1_score: 0.82579 valid_1's binary_logloss: 0.338603 valid_1's f1_score: 0.742382 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243897 training's f1_score: 0.83647 valid_1's binary_logloss: 0.341234 valid_1's f1_score: 0.733894 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327622 training's f1_score: 0.757275 valid_1's binary_logloss: 0.385709 valid_1's f1_score: 0.794983 [20] training's binary_logloss: 0.294497 training's f1_score: 0.77931 valid_1's binary_logloss: 0.387619 valid_1's f1_score: 0.794934 [30] training's binary_logloss: 0.260205 training's f1_score: 0.807381 valid_1's binary_logloss: 0.392185 valid_1's f1_score: 0.79136 Early stopping, best iteration is: [4] training's binary_logloss: 0.367765 training's f1_score: 0.749459 valid_1's binary_logloss: 0.413739 valid_1's f1_score: 0.8
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.368256 training's f1_score: 0.769042 valid_1's binary_logloss: 0.380512 valid_1's f1_score: 0.640875 [20] training's binary_logloss: 0.333787 training's f1_score: 0.78289 valid_1's binary_logloss: 0.364988 valid_1's f1_score: 0.645051 [30] training's binary_logloss: 0.313561 training's f1_score: 0.794733 valid_1's binary_logloss: 0.359781 valid_1's f1_score: 0.65 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.301938 training's f1_score: 0.805776 valid_1's binary_logloss: 0.361716 valid_1's f1_score: 0.645941 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.35588 training's f1_score: 0.779 valid_1's binary_logloss: 0.418977 valid_1's f1_score: 0.602532 [20] training's binary_logloss: 0.320406 training's f1_score: 0.791071 valid_1's binary_logloss: 0.417397 valid_1's f1_score: 0.615126
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.29729 training's f1_score: 0.80847 valid_1's binary_logloss: 0.421802 valid_1's f1_score: 0.618887 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.283644 training's f1_score: 0.821343 valid_1's binary_logloss: 0.421864 valid_1's f1_score: 0.614334 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.360622 training's f1_score: 0.743516 valid_1's binary_logloss: 0.420137 valid_1's f1_score: 0.773118
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.323881 training's f1_score: 0.768168 valid_1's binary_logloss: 0.413255 valid_1's f1_score: 0.76612 [30] training's binary_logloss: 0.297242 training's f1_score: 0.783394 valid_1's binary_logloss: 0.416193 valid_1's f1_score: 0.770992 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.286541 training's f1_score: 0.793695 valid_1's binary_logloss: 0.417285 valid_1's f1_score: 0.767886 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.370763 training's f1_score: 0.760315 valid_1's binary_logloss: 0.361745 valid_1's f1_score: 0.738095 [20] training's binary_logloss: 0.337588 training's f1_score: 0.776902 valid_1's binary_logloss: 0.351307 valid_1's f1_score: 0.741355 [30] training's binary_logloss: 0.314497 training's f1_score: 0.790276 valid_1's binary_logloss: 0.349537 valid_1's f1_score: 0.740997 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.303656 training's f1_score: 0.795968 valid_1's binary_logloss: 0.349534 valid_1's f1_score: 0.743733
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.369507 training's f1_score: 0.733207 valid_1's binary_logloss: 0.418287 valid_1's f1_score: 0.783121 [20] training's binary_logloss: 0.33704 training's f1_score: 0.749914 valid_1's binary_logloss: 0.415387 valid_1's f1_score: 0.788955 [30] training's binary_logloss: 0.311867 training's f1_score: 0.76615 valid_1's binary_logloss: 0.41758 valid_1's f1_score: 0.785149 Early stopping, best iteration is: [3] training's binary_logloss: 0.408107 training's f1_score: 0.70826 valid_1's binary_logloss: 0.451156 valid_1's f1_score: 0.8 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.362099 training's f1_score: 0.763603 valid_1's binary_logloss: 0.369796 valid_1's f1_score: 0.629908 [20] training's binary_logloss: 0.328586 training's f1_score: 0.781556 valid_1's binary_logloss: 0.360003 valid_1's f1_score: 0.648148
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.306685 training's f1_score: 0.795602 valid_1's binary_logloss: 0.365307 valid_1's f1_score: 0.642857 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.295875 training's f1_score: 0.803538 valid_1's binary_logloss: 0.362299 valid_1's f1_score: 0.648323 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.344809 training's f1_score: 0.780153 valid_1's binary_logloss: 0.41755 valid_1's f1_score: 0.597188
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.313661 training's f1_score: 0.796074 valid_1's binary_logloss: 0.410444 valid_1's f1_score: 0.61745 [30] training's binary_logloss: 0.293676 training's f1_score: 0.806638 valid_1's binary_logloss: 0.417163 valid_1's f1_score: 0.614601 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.281244 training's f1_score: 0.818253 valid_1's binary_logloss: 0.414211 valid_1's f1_score: 0.618275 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.351198 training's f1_score: 0.74847 valid_1's binary_logloss: 0.415002 valid_1's f1_score: 0.770878 [20] training's binary_logloss: 0.318952 training's f1_score: 0.765369 valid_1's binary_logloss: 0.410807 valid_1's f1_score: 0.769395 [30] training's binary_logloss: 0.291735 training's f1_score: 0.787826 valid_1's binary_logloss: 0.411336 valid_1's f1_score: 0.763517 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.282141 training's f1_score: 0.797016 valid_1's binary_logloss: 0.414735 valid_1's f1_score: 0.760965
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.361813 training's f1_score: 0.754765 valid_1's binary_logloss: 0.355737 valid_1's f1_score: 0.731333 [20] training's binary_logloss: 0.329523 training's f1_score: 0.776425 valid_1's binary_logloss: 0.351374 valid_1's f1_score: 0.737784 [30] training's binary_logloss: 0.308475 training's f1_score: 0.791977 valid_1's binary_logloss: 0.347661 valid_1's f1_score: 0.738889 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.296885 training's f1_score: 0.798505 valid_1's binary_logloss: 0.348118 valid_1's f1_score: 0.734212 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.360017 training's f1_score: 0.731004 valid_1's binary_logloss: 0.406744 valid_1's f1_score: 0.787286
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.327139 training's f1_score: 0.752178 valid_1's binary_logloss: 0.412751 valid_1's f1_score: 0.786582 [30] training's binary_logloss: 0.30387 training's f1_score: 0.769363 valid_1's binary_logloss: 0.416703 valid_1's f1_score: 0.784563 Early stopping, best iteration is: [3] training's binary_logloss: 0.402361 training's f1_score: 0.717201 valid_1's binary_logloss: 0.447058 valid_1's f1_score: 0.794039 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.357111 training's f1_score: 0.771315 valid_1's binary_logloss: 0.372542 valid_1's f1_score: 0.638796 [20] training's binary_logloss: 0.321451 training's f1_score: 0.791229 valid_1's binary_logloss: 0.357677 valid_1's f1_score: 0.648649 [30] training's binary_logloss: 0.294161 training's f1_score: 0.807201 valid_1's binary_logloss: 0.351388 valid_1's f1_score: 0.651952 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.279853 training's f1_score: 0.820545 valid_1's binary_logloss: 0.349588 valid_1's f1_score: 0.655202 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.34283 training's f1_score: 0.775599 valid_1's binary_logloss: 0.415199 valid_1's f1_score: 0.603805
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.303464 training's f1_score: 0.802304 valid_1's binary_logloss: 0.410654 valid_1's f1_score: 0.618487 [30] training's binary_logloss: 0.280878 training's f1_score: 0.81478 valid_1's binary_logloss: 0.410626 valid_1's f1_score: 0.615514 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267284 training's f1_score: 0.826032 valid_1's binary_logloss: 0.411884 valid_1's f1_score: 0.601876 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.343939 training's f1_score: 0.753071 valid_1's binary_logloss: 0.416528 valid_1's f1_score: 0.767752 [20] training's binary_logloss: 0.308414 training's f1_score: 0.771242 valid_1's binary_logloss: 0.407413 valid_1's f1_score: 0.773118 [30] training's binary_logloss: 0.284602 training's f1_score: 0.792746 valid_1's binary_logloss: 0.407203 valid_1's f1_score: 0.767974 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.272107 training's f1_score: 0.805217 valid_1's binary_logloss: 0.406877 valid_1's f1_score: 0.771602 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.357457 training's f1_score: 0.759547 valid_1's binary_logloss: 0.356685 valid_1's f1_score: 0.731333
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.320146 training's f1_score: 0.781517 valid_1's binary_logloss: 0.347512 valid_1's f1_score: 0.733101 [30] training's binary_logloss: 0.297135 training's f1_score: 0.798768 valid_1's binary_logloss: 0.346437 valid_1's f1_score: 0.740113 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.285829 training's f1_score: 0.808538 valid_1's binary_logloss: 0.345924 valid_1's f1_score: 0.7431 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.352715 training's f1_score: 0.74009 valid_1's binary_logloss: 0.408516 valid_1's f1_score: 0.782051 [20] training's binary_logloss: 0.316189 training's f1_score: 0.759001 valid_1's binary_logloss: 0.405429 valid_1's f1_score: 0.781112 [30] training's binary_logloss: 0.290282 training's f1_score: 0.778706 valid_1's binary_logloss: 0.405803 valid_1's f1_score: 0.782609 Early stopping, best iteration is: [3] training's binary_logloss: 0.400107 training's f1_score: 0.719813 valid_1's binary_logloss: 0.447557 valid_1's f1_score: 0.796137
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340271 training's f1_score: 0.785144 valid_1's binary_logloss: 0.3494 valid_1's f1_score: 0.661472 [20] training's binary_logloss: 0.306444 training's f1_score: 0.801777 valid_1's binary_logloss: 0.337784 valid_1's f1_score: 0.659091 [30] training's binary_logloss: 0.281139 training's f1_score: 0.821235 valid_1's binary_logloss: 0.33585 valid_1's f1_score: 0.651327 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267255 training's f1_score: 0.829791 valid_1's binary_logloss: 0.337135 valid_1's f1_score: 0.649648 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324728 training's f1_score: 0.790748 valid_1's binary_logloss: 0.40671 valid_1's f1_score: 0.624585
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.289804 training's f1_score: 0.807061 valid_1's binary_logloss: 0.409935 valid_1's f1_score: 0.629289 [30] training's binary_logloss: 0.26797 training's f1_score: 0.826121 valid_1's binary_logloss: 0.405674 valid_1's f1_score: 0.627651 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253946 training's f1_score: 0.837952 valid_1's binary_logloss: 0.406673 valid_1's f1_score: 0.621097
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331406 training's f1_score: 0.762166 valid_1's binary_logloss: 0.396726 valid_1's f1_score: 0.78312 [20] training's binary_logloss: 0.297774 training's f1_score: 0.786316 valid_1's binary_logloss: 0.39228 valid_1's f1_score: 0.776521 [30] training's binary_logloss: 0.272306 training's f1_score: 0.804756 valid_1's binary_logloss: 0.389531 valid_1's f1_score: 0.772777 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258262 training's f1_score: 0.819871 valid_1's binary_logloss: 0.393023 valid_1's f1_score: 0.768386
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341512 training's f1_score: 0.773415 valid_1's binary_logloss: 0.345694 valid_1's f1_score: 0.747887 [20] training's binary_logloss: 0.305686 training's f1_score: 0.796129 valid_1's binary_logloss: 0.335667 valid_1's f1_score: 0.751922 [30] training's binary_logloss: 0.280156 training's f1_score: 0.814202 valid_1's binary_logloss: 0.332382 valid_1's f1_score: 0.753319 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271447 training's f1_score: 0.823186 valid_1's binary_logloss: 0.332785 valid_1's f1_score: 0.756606 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338828 training's f1_score: 0.750812 valid_1's binary_logloss: 0.389238 valid_1's f1_score: 0.791081
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.309975 training's f1_score: 0.765453 valid_1's binary_logloss: 0.390119 valid_1's f1_score: 0.787585 [30] training's binary_logloss: 0.283957 training's f1_score: 0.786851 valid_1's binary_logloss: 0.387914 valid_1's f1_score: 0.785192 Early stopping, best iteration is: [4] training's binary_logloss: 0.377941 training's f1_score: 0.737443 valid_1's binary_logloss: 0.418459 valid_1's f1_score: 0.796334 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.341555 training's f1_score: 0.776985 valid_1's binary_logloss: 0.349874 valid_1's f1_score: 0.641091 [20] training's binary_logloss: 0.305676 training's f1_score: 0.800613 valid_1's binary_logloss: 0.340382 valid_1's f1_score: 0.646707 [30] training's binary_logloss: 0.278793 training's f1_score: 0.818645 valid_1's binary_logloss: 0.333831 valid_1's f1_score: 0.65614 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26533 training's f1_score: 0.828611 valid_1's binary_logloss: 0.329606 valid_1's f1_score: 0.666078 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32644 training's f1_score: 0.78801 valid_1's binary_logloss: 0.414131 valid_1's f1_score: 0.605565 [20] training's binary_logloss: 0.289884 training's f1_score: 0.812851 valid_1's binary_logloss: 0.409211 valid_1's f1_score: 0.616279
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.265016 training's f1_score: 0.829644 valid_1's binary_logloss: 0.409962 valid_1's f1_score: 0.622034 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24896 training's f1_score: 0.83937 valid_1's binary_logloss: 0.407529 valid_1's f1_score: 0.626712 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332348 training's f1_score: 0.757834 valid_1's binary_logloss: 0.401216 valid_1's f1_score: 0.779082
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298325 training's f1_score: 0.778597 valid_1's binary_logloss: 0.395966 valid_1's f1_score: 0.777658 [30] training's binary_logloss: 0.272291 training's f1_score: 0.8 valid_1's binary_logloss: 0.39542 valid_1's f1_score: 0.777839 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260916 training's f1_score: 0.810237 valid_1's binary_logloss: 0.392896 valid_1's f1_score: 0.779791 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.340224 training's f1_score: 0.772077 valid_1's binary_logloss: 0.347417 valid_1's f1_score: 0.742897 [20] training's binary_logloss: 0.307476 training's f1_score: 0.791948 valid_1's binary_logloss: 0.34204 valid_1's f1_score: 0.747071 [30] training's binary_logloss: 0.280861 training's f1_score: 0.81461 valid_1's binary_logloss: 0.342428 valid_1's f1_score: 0.744444 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270238 training's f1_score: 0.819821 valid_1's binary_logloss: 0.340162 valid_1's f1_score: 0.740896
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342159 training's f1_score: 0.746167 valid_1's binary_logloss: 0.393765 valid_1's f1_score: 0.785575 [20] training's binary_logloss: 0.304878 training's f1_score: 0.764473 valid_1's binary_logloss: 0.393181 valid_1's f1_score: 0.792012 [30] training's binary_logloss: 0.274258 training's f1_score: 0.793308 valid_1's binary_logloss: 0.39726 valid_1's f1_score: 0.789036 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259715 training's f1_score: 0.802038 valid_1's binary_logloss: 0.400408 valid_1's f1_score: 0.786627 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338844 training's f1_score: 0.781697 valid_1's binary_logloss: 0.347017 valid_1's f1_score: 0.65338
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301756 training's f1_score: 0.806862 valid_1's binary_logloss: 0.339197 valid_1's f1_score: 0.662661 [30] training's binary_logloss: 0.273923 training's f1_score: 0.825407 valid_1's binary_logloss: 0.336593 valid_1's f1_score: 0.668407 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261764 training's f1_score: 0.833178 valid_1's binary_logloss: 0.336134 valid_1's f1_score: 0.664917 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.322892 training's f1_score: 0.792745 valid_1's binary_logloss: 0.407653 valid_1's f1_score: 0.608624 [20] training's binary_logloss: 0.287664 training's f1_score: 0.816529 valid_1's binary_logloss: 0.404444 valid_1's f1_score: 0.632203 [30] training's binary_logloss: 0.261268 training's f1_score: 0.832656 valid_1's binary_logloss: 0.4025 valid_1's f1_score: 0.641314 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246657 training's f1_score: 0.841758 valid_1's binary_logloss: 0.398516 valid_1's f1_score: 0.638408 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331121 training's f1_score: 0.760549 valid_1's binary_logloss: 0.40083 valid_1's f1_score: 0.77877 [20] training's binary_logloss: 0.292985 training's f1_score: 0.786936 valid_1's binary_logloss: 0.39562 valid_1's f1_score: 0.782469
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.263842 training's f1_score: 0.80992 valid_1's binary_logloss: 0.397938 valid_1's f1_score: 0.776931 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250948 training's f1_score: 0.822873 valid_1's binary_logloss: 0.398208 valid_1's f1_score: 0.776381 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339705 training's f1_score: 0.768174 valid_1's binary_logloss: 0.346111 valid_1's f1_score: 0.741713
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304086 training's f1_score: 0.793375 valid_1's binary_logloss: 0.33432 valid_1's f1_score: 0.748966 [30] training's binary_logloss: 0.278538 training's f1_score: 0.812713 valid_1's binary_logloss: 0.33086 valid_1's f1_score: 0.757618 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267604 training's f1_score: 0.819449 valid_1's binary_logloss: 0.329632 valid_1's f1_score: 0.75747 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.338103 training's f1_score: 0.746918 valid_1's binary_logloss: 0.387223 valid_1's f1_score: 0.79302 [20] training's binary_logloss: 0.301008 training's f1_score: 0.771483 valid_1's binary_logloss: 0.382633 valid_1's f1_score: 0.795146 [30] training's binary_logloss: 0.274219 training's f1_score: 0.794774 valid_1's binary_logloss: 0.389202 valid_1's f1_score: 0.792934 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260578 training's f1_score: 0.802025 valid_1's binary_logloss: 0.386582 valid_1's f1_score: 0.796059
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336803 training's f1_score: 0.78602 valid_1's binary_logloss: 0.351394 valid_1's f1_score: 0.66087 [20] training's binary_logloss: 0.302187 training's f1_score: 0.80655 valid_1's binary_logloss: 0.341847 valid_1's f1_score: 0.66724 [30] training's binary_logloss: 0.27566 training's f1_score: 0.822912 valid_1's binary_logloss: 0.337493 valid_1's f1_score: 0.669002 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264394 training's f1_score: 0.830783 valid_1's binary_logloss: 0.337391 valid_1's f1_score: 0.663748 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322237 training's f1_score: 0.791859 valid_1's binary_logloss: 0.409658 valid_1's f1_score: 0.610561
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.286617 training's f1_score: 0.814549 valid_1's binary_logloss: 0.407381 valid_1's f1_score: 0.626263 [30] training's binary_logloss: 0.262389 training's f1_score: 0.829917 valid_1's binary_logloss: 0.407699 valid_1's f1_score: 0.627319 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248036 training's f1_score: 0.841292 valid_1's binary_logloss: 0.405372 valid_1's f1_score: 0.627887 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329838 training's f1_score: 0.763051 valid_1's binary_logloss: 0.401334 valid_1's f1_score: 0.781415 [20] training's binary_logloss: 0.293409 training's f1_score: 0.784019 valid_1's binary_logloss: 0.394113 valid_1's f1_score: 0.783217 [30] training's binary_logloss: 0.268448 training's f1_score: 0.805551 valid_1's binary_logloss: 0.395867 valid_1's f1_score: 0.785597 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254082 training's f1_score: 0.817178 valid_1's binary_logloss: 0.396925 valid_1's f1_score: 0.77686 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338697 training's f1_score: 0.773158 valid_1's binary_logloss: 0.345658 valid_1's f1_score: 0.742225 [20] training's binary_logloss: 0.302852 training's f1_score: 0.794397 valid_1's binary_logloss: 0.335697 valid_1's f1_score: 0.750681
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.279716 training's f1_score: 0.811425 valid_1's binary_logloss: 0.336488 valid_1's f1_score: 0.743961 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266376 training's f1_score: 0.821261 valid_1's binary_logloss: 0.3374 valid_1's f1_score: 0.746021 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336829 training's f1_score: 0.749829 valid_1's binary_logloss: 0.391731 valid_1's f1_score: 0.791262
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.302927 training's f1_score: 0.770794 valid_1's binary_logloss: 0.389747 valid_1's f1_score: 0.79551 [30] training's binary_logloss: 0.275724 training's f1_score: 0.791878 valid_1's binary_logloss: 0.392548 valid_1's f1_score: 0.793494 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261449 training's f1_score: 0.803025 valid_1's binary_logloss: 0.396415 valid_1's f1_score: 0.789733 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336691 training's f1_score: 0.789715 valid_1's binary_logloss: 0.345816 valid_1's f1_score: 0.65917 [20] training's binary_logloss: 0.30255 training's f1_score: 0.804774 valid_1's binary_logloss: 0.338482 valid_1's f1_score: 0.67642 [30] training's binary_logloss: 0.279796 training's f1_score: 0.818757 valid_1's binary_logloss: 0.333558 valid_1's f1_score: 0.666667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264721 training's f1_score: 0.829095 valid_1's binary_logloss: 0.334174 valid_1's f1_score: 0.663176 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319693 training's f1_score: 0.796313 valid_1's binary_logloss: 0.407817 valid_1's f1_score: 0.624585 [20] training's binary_logloss: 0.283637 training's f1_score: 0.819488 valid_1's binary_logloss: 0.406093 valid_1's f1_score: 0.632291
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.258144 training's f1_score: 0.835511 valid_1's binary_logloss: 0.401903 valid_1's f1_score: 0.635193 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245759 training's f1_score: 0.841839 valid_1's binary_logloss: 0.396871 valid_1's f1_score: 0.638079 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328717 training's f1_score: 0.763569 valid_1's binary_logloss: 0.395428 valid_1's f1_score: 0.779968
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292675 training's f1_score: 0.786863 valid_1's binary_logloss: 0.390576 valid_1's f1_score: 0.778552 [30] training's binary_logloss: 0.265056 training's f1_score: 0.806373 valid_1's binary_logloss: 0.386829 valid_1's f1_score: 0.786064 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251848 training's f1_score: 0.816412 valid_1's binary_logloss: 0.39044 valid_1's f1_score: 0.778202 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.334188 training's f1_score: 0.779443 valid_1's binary_logloss: 0.34462 valid_1's f1_score: 0.748619 [20] training's binary_logloss: 0.302113 training's f1_score: 0.798838 valid_1's binary_logloss: 0.340342 valid_1's f1_score: 0.746086 [30] training's binary_logloss: 0.276108 training's f1_score: 0.817071 valid_1's binary_logloss: 0.335664 valid_1's f1_score: 0.745716 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263242 training's f1_score: 0.823779 valid_1's binary_logloss: 0.33477 valid_1's f1_score: 0.747754
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334381 training's f1_score: 0.747271 valid_1's binary_logloss: 0.389877 valid_1's f1_score: 0.789062 [20] training's binary_logloss: 0.29784 training's f1_score: 0.773057 valid_1's binary_logloss: 0.392045 valid_1's f1_score: 0.784525 [30] training's binary_logloss: 0.270809 training's f1_score: 0.794822 valid_1's binary_logloss: 0.395558 valid_1's f1_score: 0.782394 Early stopping, best iteration is: [5] training's binary_logloss: 0.361826 training's f1_score: 0.741422 valid_1's binary_logloss: 0.408291 valid_1's f1_score: 0.7994 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336621 training's f1_score: 0.784856 valid_1's binary_logloss: 0.354623 valid_1's f1_score: 0.655709
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300567 training's f1_score: 0.80748 valid_1's binary_logloss: 0.346448 valid_1's f1_score: 0.663239 [30] training's binary_logloss: 0.280029 training's f1_score: 0.820806 valid_1's binary_logloss: 0.34685 valid_1's f1_score: 0.662033 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266005 training's f1_score: 0.831842 valid_1's binary_logloss: 0.34544 valid_1's f1_score: 0.666084 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318301 training's f1_score: 0.797081 valid_1's binary_logloss: 0.40757 valid_1's f1_score: 0.623529 [20] training's binary_logloss: 0.283671 training's f1_score: 0.815987 valid_1's binary_logloss: 0.407426 valid_1's f1_score: 0.631668 [30] training's binary_logloss: 0.259681 training's f1_score: 0.834991 valid_1's binary_logloss: 0.403924 valid_1's f1_score: 0.638225 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245952 training's f1_score: 0.843103 valid_1's binary_logloss: 0.403761 valid_1's f1_score: 0.640545 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325568 training's f1_score: 0.770472 valid_1's binary_logloss: 0.391256 valid_1's f1_score: 0.79209
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.289272 training's f1_score: 0.791171 valid_1's binary_logloss: 0.388014 valid_1's f1_score: 0.792637 [30] training's binary_logloss: 0.259832 training's f1_score: 0.813642 valid_1's binary_logloss: 0.388742 valid_1's f1_score: 0.788409 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247576 training's f1_score: 0.824577 valid_1's binary_logloss: 0.38964 valid_1's f1_score: 0.792244 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332863 training's f1_score: 0.779329 valid_1's binary_logloss: 0.342862 valid_1's f1_score: 0.738526 [20] training's binary_logloss: 0.299601 training's f1_score: 0.796272 valid_1's binary_logloss: 0.336737 valid_1's f1_score: 0.743836 [30] training's binary_logloss: 0.276624 training's f1_score: 0.8143 valid_1's binary_logloss: 0.336295 valid_1's f1_score: 0.749656 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265751 training's f1_score: 0.821117 valid_1's binary_logloss: 0.335482 valid_1's f1_score: 0.748789 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330739 training's f1_score: 0.753006 valid_1's binary_logloss: 0.388356 valid_1's f1_score: 0.790039
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29772 training's f1_score: 0.772373 valid_1's binary_logloss: 0.390964 valid_1's f1_score: 0.793945 [30] training's binary_logloss: 0.267139 training's f1_score: 0.798391 valid_1's binary_logloss: 0.395325 valid_1's f1_score: 0.792917 Early stopping, best iteration is: [4] training's binary_logloss: 0.373116 training's f1_score: 0.745954 valid_1's binary_logloss: 0.417785 valid_1's f1_score: 0.803077 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335612 training's f1_score: 0.785758 valid_1's binary_logloss: 0.34643 valid_1's f1_score: 0.663801 [20] training's binary_logloss: 0.298031 training's f1_score: 0.807351 valid_1's binary_logloss: 0.342034 valid_1's f1_score: 0.66609 [30] training's binary_logloss: 0.274664 training's f1_score: 0.821104 valid_1's binary_logloss: 0.337382 valid_1's f1_score: 0.663194 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263458 training's f1_score: 0.829163 valid_1's binary_logloss: 0.335992 valid_1's f1_score: 0.66899 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.316888 training's f1_score: 0.800992 valid_1's binary_logloss: 0.406385 valid_1's f1_score: 0.631933
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282996 training's f1_score: 0.817686 valid_1's binary_logloss: 0.400066 valid_1's f1_score: 0.636596 [30] training's binary_logloss: 0.257334 training's f1_score: 0.833072 valid_1's binary_logloss: 0.399209 valid_1's f1_score: 0.638152 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24274 training's f1_score: 0.844135 valid_1's binary_logloss: 0.396255 valid_1's f1_score: 0.631489 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32692 training's f1_score: 0.765928 valid_1's binary_logloss: 0.395405 valid_1's f1_score: 0.781084 [20] training's binary_logloss: 0.289091 training's f1_score: 0.788514 valid_1's binary_logloss: 0.391285 valid_1's f1_score: 0.779038 [30] training's binary_logloss: 0.259766 training's f1_score: 0.812098 valid_1's binary_logloss: 0.393502 valid_1's f1_score: 0.774403 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250012 training's f1_score: 0.822257 valid_1's binary_logloss: 0.396462 valid_1's f1_score: 0.77444 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33119 training's f1_score: 0.779547 valid_1's binary_logloss: 0.342649 valid_1's f1_score: 0.74553
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298195 training's f1_score: 0.80226 valid_1's binary_logloss: 0.336092 valid_1's f1_score: 0.757909 [30] training's binary_logloss: 0.269609 training's f1_score: 0.820755 valid_1's binary_logloss: 0.339166 valid_1's f1_score: 0.751206 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259387 training's f1_score: 0.830367 valid_1's binary_logloss: 0.339542 valid_1's f1_score: 0.749654
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329919 training's f1_score: 0.752821 valid_1's binary_logloss: 0.384721 valid_1's f1_score: 0.791973 [20] training's binary_logloss: 0.295386 training's f1_score: 0.774818 valid_1's binary_logloss: 0.382294 valid_1's f1_score: 0.798034 [30] training's binary_logloss: 0.27047 training's f1_score: 0.791362 valid_1's binary_logloss: 0.387599 valid_1's f1_score: 0.795264 Early stopping, best iteration is: [4] training's binary_logloss: 0.374292 training's f1_score: 0.740459 valid_1's binary_logloss: 0.417438 valid_1's f1_score: 0.801023 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333552 training's f1_score: 0.787879 valid_1's binary_logloss: 0.34495 valid_1's f1_score: 0.666667
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297475 training's f1_score: 0.809092 valid_1's binary_logloss: 0.337513 valid_1's f1_score: 0.668389 [30] training's binary_logloss: 0.271168 training's f1_score: 0.826646 valid_1's binary_logloss: 0.338419 valid_1's f1_score: 0.661472 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259791 training's f1_score: 0.834186 valid_1's binary_logloss: 0.337852 valid_1's f1_score: 0.663185 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318048 training's f1_score: 0.795378 valid_1's binary_logloss: 0.406123 valid_1's f1_score: 0.620861 [20] training's binary_logloss: 0.285413 training's f1_score: 0.812403 valid_1's binary_logloss: 0.404131 valid_1's f1_score: 0.625105 [30] training's binary_logloss: 0.25673 training's f1_score: 0.827554 valid_1's binary_logloss: 0.400408 valid_1's f1_score: 0.636749 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244766 training's f1_score: 0.836027 valid_1's binary_logloss: 0.405491 valid_1's f1_score: 0.629536 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326551 training's f1_score: 0.765064 valid_1's binary_logloss: 0.401374 valid_1's f1_score: 0.777251
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292008 training's f1_score: 0.786835 valid_1's binary_logloss: 0.397095 valid_1's f1_score: 0.77492 [30] training's binary_logloss: 0.265773 training's f1_score: 0.808371 valid_1's binary_logloss: 0.399389 valid_1's f1_score: 0.771816 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253074 training's f1_score: 0.820771 valid_1's binary_logloss: 0.401597 valid_1's f1_score: 0.771491 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331834 training's f1_score: 0.777778 valid_1's binary_logloss: 0.341933 valid_1's f1_score: 0.748092 [20] training's binary_logloss: 0.294822 training's f1_score: 0.797554 valid_1's binary_logloss: 0.335309 valid_1's f1_score: 0.756164 [30] training's binary_logloss: 0.268415 training's f1_score: 0.822266 valid_1's binary_logloss: 0.335184 valid_1's f1_score: 0.757953 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257115 training's f1_score: 0.82895 valid_1's binary_logloss: 0.335038 valid_1's f1_score: 0.756419 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331672 training's f1_score: 0.750809 valid_1's binary_logloss: 0.385145 valid_1's f1_score: 0.790431
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296775 training's f1_score: 0.777509 valid_1's binary_logloss: 0.388213 valid_1's f1_score: 0.791124 [30] training's binary_logloss: 0.265659 training's f1_score: 0.796848 valid_1's binary_logloss: 0.38969 valid_1's f1_score: 0.796486 Early stopping, best iteration is: [3] training's binary_logloss: 0.390751 training's f1_score: 0.727623 valid_1's binary_logloss: 0.438938 valid_1's f1_score: 0.800421 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33396 training's f1_score: 0.788643 valid_1's binary_logloss: 0.347426 valid_1's f1_score: 0.661552 [20] training's binary_logloss: 0.300008 training's f1_score: 0.807793 valid_1's binary_logloss: 0.340054 valid_1's f1_score: 0.673027 [30] training's binary_logloss: 0.274738 training's f1_score: 0.825617 valid_1's binary_logloss: 0.336579 valid_1's f1_score: 0.665502 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261925 training's f1_score: 0.834185 valid_1's binary_logloss: 0.336364 valid_1's f1_score: 0.662533 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31475 training's f1_score: 0.800186 valid_1's binary_logloss: 0.411122 valid_1's f1_score: 0.621891
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282712 training's f1_score: 0.811702 valid_1's binary_logloss: 0.405765 valid_1's f1_score: 0.623333 [30] training's binary_logloss: 0.25862 training's f1_score: 0.833752 valid_1's binary_logloss: 0.403635 valid_1's f1_score: 0.62342 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241691 training's f1_score: 0.845008 valid_1's binary_logloss: 0.404425 valid_1's f1_score: 0.62628 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.324706 training's f1_score: 0.762568 valid_1's binary_logloss: 0.395825 valid_1's f1_score: 0.780231 [20] training's binary_logloss: 0.288746 training's f1_score: 0.785312 valid_1's binary_logloss: 0.390947 valid_1's f1_score: 0.783307 [30] training's binary_logloss: 0.259124 training's f1_score: 0.810745 valid_1's binary_logloss: 0.388933 valid_1's f1_score: 0.781097 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244691 training's f1_score: 0.825602 valid_1's binary_logloss: 0.391391 valid_1's f1_score: 0.77345 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329195 training's f1_score: 0.777706 valid_1's binary_logloss: 0.34042 valid_1's f1_score: 0.756944
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293549 training's f1_score: 0.802974 valid_1's binary_logloss: 0.331929 valid_1's f1_score: 0.759144 [30] training's binary_logloss: 0.270907 training's f1_score: 0.820654 valid_1's binary_logloss: 0.329562 valid_1's f1_score: 0.756419 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25573 training's f1_score: 0.830404 valid_1's binary_logloss: 0.330224 valid_1's f1_score: 0.759916
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328723 training's f1_score: 0.753411 valid_1's binary_logloss: 0.382963 valid_1's f1_score: 0.796323 [20] training's binary_logloss: 0.293955 training's f1_score: 0.774527 valid_1's binary_logloss: 0.396954 valid_1's f1_score: 0.787524 [30] training's binary_logloss: 0.268548 training's f1_score: 0.796222 valid_1's binary_logloss: 0.403683 valid_1's f1_score: 0.784973 Early stopping, best iteration is: [4] training's binary_logloss: 0.373082 training's f1_score: 0.737714 valid_1's binary_logloss: 0.415635 valid_1's f1_score: 0.799592 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333217 training's f1_score: 0.78665 valid_1's binary_logloss: 0.34248 valid_1's f1_score: 0.658053
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298991 training's f1_score: 0.807734 valid_1's binary_logloss: 0.333751 valid_1's f1_score: 0.668966 [30] training's binary_logloss: 0.271385 training's f1_score: 0.823875 valid_1's binary_logloss: 0.330625 valid_1's f1_score: 0.670796 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257957 training's f1_score: 0.83354 valid_1's binary_logloss: 0.335291 valid_1's f1_score: 0.673816 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.315695 training's f1_score: 0.799877 valid_1's binary_logloss: 0.407105 valid_1's f1_score: 0.613377 [20] training's binary_logloss: 0.283444 training's f1_score: 0.81408 valid_1's binary_logloss: 0.402429 valid_1's f1_score: 0.632184 [30] training's binary_logloss: 0.258479 training's f1_score: 0.829291 valid_1's binary_logloss: 0.405979 valid_1's f1_score: 0.638866 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241793 training's f1_score: 0.84141 valid_1's binary_logloss: 0.410425 valid_1's f1_score: 0.638262 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322403 training's f1_score: 0.768342 valid_1's binary_logloss: 0.394035 valid_1's f1_score: 0.784272 [20] training's binary_logloss: 0.288321 training's f1_score: 0.791246 valid_1's binary_logloss: 0.389518 valid_1's f1_score: 0.786288
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.258101 training's f1_score: 0.818829 valid_1's binary_logloss: 0.390643 valid_1's f1_score: 0.784934 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246837 training's f1_score: 0.828656 valid_1's binary_logloss: 0.395082 valid_1's f1_score: 0.777899 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329722 training's f1_score: 0.7791 valid_1's binary_logloss: 0.344105 valid_1's f1_score: 0.746556
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295977 training's f1_score: 0.796141 valid_1's binary_logloss: 0.337358 valid_1's f1_score: 0.745367 [30] training's binary_logloss: 0.270559 training's f1_score: 0.820463 valid_1's binary_logloss: 0.335264 valid_1's f1_score: 0.750689 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254838 training's f1_score: 0.832736 valid_1's binary_logloss: 0.339437 valid_1's f1_score: 0.749482 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328385 training's f1_score: 0.75209 valid_1's binary_logloss: 0.380435 valid_1's f1_score: 0.802899 [20] training's binary_logloss: 0.295399 training's f1_score: 0.770712 valid_1's binary_logloss: 0.383346 valid_1's f1_score: 0.795146 [30] training's binary_logloss: 0.26535 training's f1_score: 0.801051 valid_1's binary_logloss: 0.385825 valid_1's f1_score: 0.795678 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24883 training's f1_score: 0.81831 valid_1's binary_logloss: 0.386081 valid_1's f1_score: 0.794846 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335168 training's f1_score: 0.784326 valid_1's binary_logloss: 0.345506 valid_1's f1_score: 0.664395
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297449 training's f1_score: 0.806545 valid_1's binary_logloss: 0.33482 valid_1's f1_score: 0.667817 [30] training's binary_logloss: 0.272194 training's f1_score: 0.823693 valid_1's binary_logloss: 0.332191 valid_1's f1_score: 0.658451 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259246 training's f1_score: 0.830812 valid_1's binary_logloss: 0.3323 valid_1's f1_score: 0.659631 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.315446 training's f1_score: 0.799385 valid_1's binary_logloss: 0.407173 valid_1's f1_score: 0.614634 [20] training's binary_logloss: 0.281279 training's f1_score: 0.815227 valid_1's binary_logloss: 0.401426 valid_1's f1_score: 0.629417 [30] training's binary_logloss: 0.252815 training's f1_score: 0.833255 valid_1's binary_logloss: 0.395174 valid_1's f1_score: 0.638262 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234988 training's f1_score: 0.847802 valid_1's binary_logloss: 0.39448 valid_1's f1_score: 0.625746 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.320973 training's f1_score: 0.76902 valid_1's binary_logloss: 0.396916 valid_1's f1_score: 0.779373
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.286401 training's f1_score: 0.79069 valid_1's binary_logloss: 0.392612 valid_1's f1_score: 0.781585 [30] training's binary_logloss: 0.257064 training's f1_score: 0.812163 valid_1's binary_logloss: 0.398238 valid_1's f1_score: 0.777297 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243415 training's f1_score: 0.827212 valid_1's binary_logloss: 0.398649 valid_1's f1_score: 0.77381 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330539 training's f1_score: 0.779379 valid_1's binary_logloss: 0.344564 valid_1's f1_score: 0.745179 [20] training's binary_logloss: 0.297561 training's f1_score: 0.799744 valid_1's binary_logloss: 0.34119 valid_1's f1_score: 0.743643 [30] training's binary_logloss: 0.269604 training's f1_score: 0.819624 valid_1's binary_logloss: 0.341233 valid_1's f1_score: 0.746888 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25528 training's f1_score: 0.829125 valid_1's binary_logloss: 0.343246 valid_1's f1_score: 0.747922 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326472 training's f1_score: 0.761102 valid_1's binary_logloss: 0.38824 valid_1's f1_score: 0.789044
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292516 training's f1_score: 0.77615 valid_1's binary_logloss: 0.393155 valid_1's f1_score: 0.788378 [30] training's binary_logloss: 0.266454 training's f1_score: 0.801396 valid_1's binary_logloss: 0.392292 valid_1's f1_score: 0.784563 Early stopping, best iteration is: [4] training's binary_logloss: 0.370629 training's f1_score: 0.746514 valid_1's binary_logloss: 0.418876 valid_1's f1_score: 0.794821 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331116 training's f1_score: 0.791004 valid_1's binary_logloss: 0.347346 valid_1's f1_score: 0.668948 [20] training's binary_logloss: 0.297144 training's f1_score: 0.809334 valid_1's binary_logloss: 0.334909 valid_1's f1_score: 0.67637 [30] training's binary_logloss: 0.272947 training's f1_score: 0.824239 valid_1's binary_logloss: 0.33398 valid_1's f1_score: 0.673611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258702 training's f1_score: 0.836274 valid_1's binary_logloss: 0.331328 valid_1's f1_score: 0.675393 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.316944 training's f1_score: 0.797287 valid_1's binary_logloss: 0.40931 valid_1's f1_score: 0.614876 [20] training's binary_logloss: 0.287128 training's f1_score: 0.809354 valid_1's binary_logloss: 0.404454 valid_1's f1_score: 0.624277
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.256913 training's f1_score: 0.829528 valid_1's binary_logloss: 0.407912 valid_1's f1_score: 0.627288 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241911 training's f1_score: 0.842122 valid_1's binary_logloss: 0.410459 valid_1's f1_score: 0.626466 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319859 training's f1_score: 0.76624 valid_1's binary_logloss: 0.38908 valid_1's f1_score: 0.782888
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.285973 training's f1_score: 0.790986 valid_1's binary_logloss: 0.385013 valid_1's f1_score: 0.783351 [30] training's binary_logloss: 0.257011 training's f1_score: 0.81435 valid_1's binary_logloss: 0.386328 valid_1's f1_score: 0.784506 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241865 training's f1_score: 0.832224 valid_1's binary_logloss: 0.388399 valid_1's f1_score: 0.781319 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329625 training's f1_score: 0.776825 valid_1's binary_logloss: 0.340432 valid_1's f1_score: 0.747447 [20] training's binary_logloss: 0.295452 training's f1_score: 0.799167 valid_1's binary_logloss: 0.336922 valid_1's f1_score: 0.746612 [30] training's binary_logloss: 0.265826 training's f1_score: 0.8237 valid_1's binary_logloss: 0.336744 valid_1's f1_score: 0.740741 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25246 training's f1_score: 0.834146 valid_1's binary_logloss: 0.336704 valid_1's f1_score: 0.743802 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327099 training's f1_score: 0.755594 valid_1's binary_logloss: 0.387259 valid_1's f1_score: 0.785853
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296145 training's f1_score: 0.777432 valid_1's binary_logloss: 0.388789 valid_1's f1_score: 0.787339 [30] training's binary_logloss: 0.266232 training's f1_score: 0.799719 valid_1's binary_logloss: 0.393532 valid_1's f1_score: 0.787668 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250266 training's f1_score: 0.814488 valid_1's binary_logloss: 0.391773 valid_1's f1_score: 0.785252
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333772 training's f1_score: 0.78638 valid_1's binary_logloss: 0.347785 valid_1's f1_score: 0.672429 [20] training's binary_logloss: 0.298206 training's f1_score: 0.807001 valid_1's binary_logloss: 0.332736 valid_1's f1_score: 0.671902 [30] training's binary_logloss: 0.274317 training's f1_score: 0.826836 valid_1's binary_logloss: 0.333787 valid_1's f1_score: 0.661947 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257794 training's f1_score: 0.834967 valid_1's binary_logloss: 0.331726 valid_1's f1_score: 0.663717 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.314915 training's f1_score: 0.794479 valid_1's binary_logloss: 0.413864 valid_1's f1_score: 0.609195
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.283543 training's f1_score: 0.809782 valid_1's binary_logloss: 0.402416 valid_1's f1_score: 0.626043 [30] training's binary_logloss: 0.255257 training's f1_score: 0.83281 valid_1's binary_logloss: 0.398313 valid_1's f1_score: 0.632653 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.237135 training's f1_score: 0.85235 valid_1's binary_logloss: 0.402194 valid_1's f1_score: 0.628814
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318354 training's f1_score: 0.767866 valid_1's binary_logloss: 0.389226 valid_1's f1_score: 0.783074 [20] training's binary_logloss: 0.284611 training's f1_score: 0.79061 valid_1's binary_logloss: 0.387278 valid_1's f1_score: 0.784566 [30] training's binary_logloss: 0.258649 training's f1_score: 0.811138 valid_1's binary_logloss: 0.389663 valid_1's f1_score: 0.778202 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241146 training's f1_score: 0.829124 valid_1's binary_logloss: 0.396318 valid_1's f1_score: 0.779307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330117 training's f1_score: 0.776209 valid_1's binary_logloss: 0.344897 valid_1's f1_score: 0.739932
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29597 training's f1_score: 0.796406 valid_1's binary_logloss: 0.336845 valid_1's f1_score: 0.745763 [30] training's binary_logloss: 0.268653 training's f1_score: 0.817111 valid_1's binary_logloss: 0.333423 valid_1's f1_score: 0.743677 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255345 training's f1_score: 0.827429 valid_1's binary_logloss: 0.333519 valid_1's f1_score: 0.746575 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327184 training's f1_score: 0.756905 valid_1's binary_logloss: 0.38206 valid_1's f1_score: 0.791829 [20] training's binary_logloss: 0.295045 training's f1_score: 0.779526 valid_1's binary_logloss: 0.385542 valid_1's f1_score: 0.786167 [30] training's binary_logloss: 0.269883 training's f1_score: 0.798464 valid_1's binary_logloss: 0.386157 valid_1's f1_score: 0.786275 Early stopping, best iteration is: [4] training's binary_logloss: 0.367963 training's f1_score: 0.743253 valid_1's binary_logloss: 0.416591 valid_1's f1_score: 0.795688 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332047 training's f1_score: 0.786785 valid_1's binary_logloss: 0.341423 valid_1's f1_score: 0.661538 [20] training's binary_logloss: 0.299659 training's f1_score: 0.804474 valid_1's binary_logloss: 0.335999 valid_1's f1_score: 0.668948
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.275171 training's f1_score: 0.821994 valid_1's binary_logloss: 0.333915 valid_1's f1_score: 0.672384 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257889 training's f1_score: 0.834413 valid_1's binary_logloss: 0.328589 valid_1's f1_score: 0.676548 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.315418 training's f1_score: 0.799386 valid_1's binary_logloss: 0.411731 valid_1's f1_score: 0.607321
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.284088 training's f1_score: 0.809193 valid_1's binary_logloss: 0.40234 valid_1's f1_score: 0.610141 [30] training's binary_logloss: 0.255787 training's f1_score: 0.833255 valid_1's binary_logloss: 0.396686 valid_1's f1_score: 0.621392 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239536 training's f1_score: 0.844269 valid_1's binary_logloss: 0.400848 valid_1's f1_score: 0.614987 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318397 training's f1_score: 0.767161 valid_1's binary_logloss: 0.388885 valid_1's f1_score: 0.782284 [20] training's binary_logloss: 0.285373 training's f1_score: 0.791645 valid_1's binary_logloss: 0.386825 valid_1's f1_score: 0.777419 [30] training's binary_logloss: 0.255507 training's f1_score: 0.812272 valid_1's binary_logloss: 0.390606 valid_1's f1_score: 0.781848 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240727 training's f1_score: 0.824187 valid_1's binary_logloss: 0.394343 valid_1's f1_score: 0.779549 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329536 training's f1_score: 0.776015 valid_1's binary_logloss: 0.345992 valid_1's f1_score: 0.742156 [20] training's binary_logloss: 0.297565 training's f1_score: 0.79598 valid_1's binary_logloss: 0.340078 valid_1's f1_score: 0.742857
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.269893 training's f1_score: 0.820596 valid_1's binary_logloss: 0.337906 valid_1's f1_score: 0.738292 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25703 training's f1_score: 0.829721 valid_1's binary_logloss: 0.339566 valid_1's f1_score: 0.738079 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326645 training's f1_score: 0.756005 valid_1's binary_logloss: 0.385679 valid_1's f1_score: 0.786026
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296125 training's f1_score: 0.776706 valid_1's binary_logloss: 0.391823 valid_1's f1_score: 0.784352 [30] training's binary_logloss: 0.263426 training's f1_score: 0.803584 valid_1's binary_logloss: 0.39693 valid_1's f1_score: 0.780464 Early stopping, best iteration is: [4] training's binary_logloss: 0.368132 training's f1_score: 0.742847 valid_1's binary_logloss: 0.41715 valid_1's f1_score: 0.79528 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332115 training's f1_score: 0.786106 valid_1's binary_logloss: 0.344334 valid_1's f1_score: 0.662116 [20] training's binary_logloss: 0.293805 training's f1_score: 0.810421 valid_1's binary_logloss: 0.337086 valid_1's f1_score: 0.669506 [30] training's binary_logloss: 0.269379 training's f1_score: 0.829404 valid_1's binary_logloss: 0.331967 valid_1's f1_score: 0.668954 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254873 training's f1_score: 0.841664 valid_1's binary_logloss: 0.332677 valid_1's f1_score: 0.667823 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313769 training's f1_score: 0.796487 valid_1's binary_logloss: 0.411717 valid_1's f1_score: 0.59887 [20] training's binary_logloss: 0.281335 training's f1_score: 0.815618 valid_1's binary_logloss: 0.41192 valid_1's f1_score: 0.614251
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.256941 training's f1_score: 0.83195 valid_1's binary_logloss: 0.406377 valid_1's f1_score: 0.630525 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239919 training's f1_score: 0.842437 valid_1's binary_logloss: 0.407308 valid_1's f1_score: 0.624896 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.317486 training's f1_score: 0.768501 valid_1's binary_logloss: 0.387745 valid_1's f1_score: 0.783209
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282482 training's f1_score: 0.79279 valid_1's binary_logloss: 0.388099 valid_1's f1_score: 0.778799 [30] training's binary_logloss: 0.252187 training's f1_score: 0.81649 valid_1's binary_logloss: 0.391815 valid_1's f1_score: 0.777778 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.23897 training's f1_score: 0.829012 valid_1's binary_logloss: 0.39762 valid_1's f1_score: 0.775532 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327236 training's f1_score: 0.778184 valid_1's binary_logloss: 0.345483 valid_1's f1_score: 0.735554 [20] training's binary_logloss: 0.294025 training's f1_score: 0.801092 valid_1's binary_logloss: 0.345614 valid_1's f1_score: 0.73392 [30] training's binary_logloss: 0.268758 training's f1_score: 0.822251 valid_1's binary_logloss: 0.343725 valid_1's f1_score: 0.74064 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255663 training's f1_score: 0.829863 valid_1's binary_logloss: 0.342835 valid_1's f1_score: 0.744376 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325676 training's f1_score: 0.754296 valid_1's binary_logloss: 0.387037 valid_1's f1_score: 0.790856
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292516 training's f1_score: 0.775073 valid_1's binary_logloss: 0.391664 valid_1's f1_score: 0.782439 [30] training's binary_logloss: 0.261025 training's f1_score: 0.806378 valid_1's binary_logloss: 0.393158 valid_1's f1_score: 0.785325 Early stopping, best iteration is: [5] training's binary_logloss: 0.356746 training's f1_score: 0.749119 valid_1's binary_logloss: 0.407402 valid_1's f1_score: 0.794453 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331856 training's f1_score: 0.787768 valid_1's binary_logloss: 0.346171 valid_1's f1_score: 0.664418 [20] training's binary_logloss: 0.296553 training's f1_score: 0.806694 valid_1's binary_logloss: 0.335597 valid_1's f1_score: 0.67121 [30] training's binary_logloss: 0.265648 training's f1_score: 0.831468 valid_1's binary_logloss: 0.330049 valid_1's f1_score: 0.676573 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248379 training's f1_score: 0.845268 valid_1's binary_logloss: 0.329537 valid_1's f1_score: 0.66843 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.314225 training's f1_score: 0.797227 valid_1's binary_logloss: 0.411863 valid_1's f1_score: 0.612583 [20] training's binary_logloss: 0.283876 training's f1_score: 0.813109 valid_1's binary_logloss: 0.403162 valid_1's f1_score: 0.614226
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.25119 training's f1_score: 0.836808 valid_1's binary_logloss: 0.399061 valid_1's f1_score: 0.627946 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240127 training's f1_score: 0.844256 valid_1's binary_logloss: 0.39937 valid_1's f1_score: 0.625424 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319322 training's f1_score: 0.772315 valid_1's binary_logloss: 0.385546 valid_1's f1_score: 0.785329
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.285544 training's f1_score: 0.789038 valid_1's binary_logloss: 0.385954 valid_1's f1_score: 0.778017 [30] training's binary_logloss: 0.258987 training's f1_score: 0.814634 valid_1's binary_logloss: 0.387326 valid_1's f1_score: 0.780435 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248253 training's f1_score: 0.825958 valid_1's binary_logloss: 0.391528 valid_1's f1_score: 0.77607 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329199 training's f1_score: 0.77822 valid_1's binary_logloss: 0.345843 valid_1's f1_score: 0.740791 [20] training's binary_logloss: 0.294665 training's f1_score: 0.79602 valid_1's binary_logloss: 0.341616 valid_1's f1_score: 0.740082 [30] training's binary_logloss: 0.266148 training's f1_score: 0.819187 valid_1's binary_logloss: 0.340129 valid_1's f1_score: 0.738144 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252965 training's f1_score: 0.82993 valid_1's binary_logloss: 0.337742 valid_1's f1_score: 0.745152 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326316 training's f1_score: 0.758349 valid_1's binary_logloss: 0.383828 valid_1's f1_score: 0.793589
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.291919 training's f1_score: 0.778718 valid_1's binary_logloss: 0.390277 valid_1's f1_score: 0.79236 [30] training's binary_logloss: 0.262893 training's f1_score: 0.800768 valid_1's binary_logloss: 0.389593 valid_1's f1_score: 0.78999 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244472 training's f1_score: 0.815747 valid_1's binary_logloss: 0.394465 valid_1's f1_score: 0.788177 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332838 training's f1_score: 0.784457 valid_1's binary_logloss: 0.347589 valid_1's f1_score: 0.658291 [20] training's binary_logloss: 0.298711 training's f1_score: 0.806011 valid_1's binary_logloss: 0.335223 valid_1's f1_score: 0.674043 [30] training's binary_logloss: 0.267373 training's f1_score: 0.826712 valid_1's binary_logloss: 0.331883 valid_1's f1_score: 0.673027 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252058 training's f1_score: 0.839159 valid_1's binary_logloss: 0.330489 valid_1's f1_score: 0.671848 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313739 training's f1_score: 0.798581 valid_1's binary_logloss: 0.411885 valid_1's f1_score: 0.602627
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.284141 training's f1_score: 0.813465 valid_1's binary_logloss: 0.401374 valid_1's f1_score: 0.616279 [30] training's binary_logloss: 0.249741 training's f1_score: 0.838983 valid_1's binary_logloss: 0.404629 valid_1's f1_score: 0.621392 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234572 training's f1_score: 0.8525 valid_1's binary_logloss: 0.402277 valid_1's f1_score: 0.621044
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.317322 training's f1_score: 0.772355 valid_1's binary_logloss: 0.385055 valid_1's f1_score: 0.787131 [20] training's binary_logloss: 0.283319 training's f1_score: 0.793097 valid_1's binary_logloss: 0.384835 valid_1's f1_score: 0.781857 [30] training's binary_logloss: 0.255613 training's f1_score: 0.816833 valid_1's binary_logloss: 0.38697 valid_1's f1_score: 0.780755 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2399 training's f1_score: 0.831524 valid_1's binary_logloss: 0.390453 valid_1's f1_score: 0.772103 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328133 training's f1_score: 0.779461 valid_1's binary_logloss: 0.345136 valid_1's f1_score: 0.735901
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293421 training's f1_score: 0.799679 valid_1's binary_logloss: 0.340589 valid_1's f1_score: 0.744154 [30] training's binary_logloss: 0.264028 training's f1_score: 0.82351 valid_1's binary_logloss: 0.339906 valid_1's f1_score: 0.740792 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251466 training's f1_score: 0.834202 valid_1's binary_logloss: 0.338624 valid_1's f1_score: 0.744607
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325716 training's f1_score: 0.756404 valid_1's binary_logloss: 0.382741 valid_1's f1_score: 0.792471 [20] training's binary_logloss: 0.291816 training's f1_score: 0.782352 valid_1's binary_logloss: 0.390626 valid_1's f1_score: 0.791262 [30] training's binary_logloss: 0.256423 training's f1_score: 0.809044 valid_1's binary_logloss: 0.390814 valid_1's f1_score: 0.786627 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246156 training's f1_score: 0.819281 valid_1's binary_logloss: 0.396206 valid_1's f1_score: 0.785927 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.369194 training's f1_score: 0.770936 valid_1's binary_logloss: 0.3811 valid_1's f1_score: 0.640336
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.334059 training's f1_score: 0.783467 valid_1's binary_logloss: 0.36645 valid_1's f1_score: 0.641026 [30] training's binary_logloss: 0.308045 training's f1_score: 0.799379 valid_1's binary_logloss: 0.362235 valid_1's f1_score: 0.653482 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.296505 training's f1_score: 0.809657 valid_1's binary_logloss: 0.366152 valid_1's f1_score: 0.64944 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.355743 training's f1_score: 0.775835 valid_1's binary_logloss: 0.417614 valid_1's f1_score: 0.604414 [20] training's binary_logloss: 0.319397 training's f1_score: 0.793824 valid_1's binary_logloss: 0.4167 valid_1's f1_score: 0.615776 [30] training's binary_logloss: 0.294632 training's f1_score: 0.809276 valid_1's binary_logloss: 0.416268 valid_1's f1_score: 0.620275 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.280711 training's f1_score: 0.820383 valid_1's binary_logloss: 0.416283 valid_1's f1_score: 0.614987 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.360417 training's f1_score: 0.744257 valid_1's binary_logloss: 0.423705 valid_1's f1_score: 0.766345 [20] training's binary_logloss: 0.325251 training's f1_score: 0.763369 valid_1's binary_logloss: 0.414651 valid_1's f1_score: 0.769147
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.30073 training's f1_score: 0.781061 valid_1's binary_logloss: 0.416483 valid_1's f1_score: 0.767213 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.288603 training's f1_score: 0.791435 valid_1's binary_logloss: 0.419158 valid_1's f1_score: 0.769902 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.371459 training's f1_score: 0.756222 valid_1's binary_logloss: 0.3652 valid_1's f1_score: 0.726644
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.337185 training's f1_score: 0.774028 valid_1's binary_logloss: 0.352616 valid_1's f1_score: 0.732646 [30] training's binary_logloss: 0.312727 training's f1_score: 0.787948 valid_1's binary_logloss: 0.347273 valid_1's f1_score: 0.738311 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.301588 training's f1_score: 0.797986 valid_1's binary_logloss: 0.347356 valid_1's f1_score: 0.736325 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.367189 training's f1_score: 0.731297 valid_1's binary_logloss: 0.419542 valid_1's f1_score: 0.784661 [20] training's binary_logloss: 0.332813 training's f1_score: 0.75056 valid_1's binary_logloss: 0.416049 valid_1's f1_score: 0.787463 [30] training's binary_logloss: 0.31197 training's f1_score: 0.763826 valid_1's binary_logloss: 0.417215 valid_1's f1_score: 0.787192 Early stopping, best iteration is: [3] training's binary_logloss: 0.408146 training's f1_score: 0.709769 valid_1's binary_logloss: 0.45036 valid_1's f1_score: 0.795568 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.360009 training's f1_score: 0.770198 valid_1's binary_logloss: 0.371299 valid_1's f1_score: 0.63606 [20] training's binary_logloss: 0.327488 training's f1_score: 0.784194 valid_1's binary_logloss: 0.36314 valid_1's f1_score: 0.637288 [30] training's binary_logloss: 0.302869 training's f1_score: 0.801729 valid_1's binary_logloss: 0.363358 valid_1's f1_score: 0.635434 Early stopping, best iteration is: [5] training's binary_logloss: 0.398822 training's f1_score: 0.760581 valid_1's binary_logloss: 0.401593 valid_1's f1_score: 0.640489 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.34554 training's f1_score: 0.780191 valid_1's binary_logloss: 0.419628 valid_1's f1_score: 0.602469 [20] training's binary_logloss: 0.314361 training's f1_score: 0.798817 valid_1's binary_logloss: 0.415305 valid_1's f1_score: 0.614996 [30] training's binary_logloss: 0.295566 training's f1_score: 0.809651 valid_1's binary_logloss: 0.41624 valid_1's f1_score: 0.61304 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.282641 training's f1_score: 0.819657 valid_1's binary_logloss: 0.415647 valid_1's f1_score: 0.609068 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.350843 training's f1_score: 0.746935 valid_1's binary_logloss: 0.415361 valid_1's f1_score: 0.763326
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.31926 training's f1_score: 0.766045 valid_1's binary_logloss: 0.41258 valid_1's f1_score: 0.764706 [30] training's binary_logloss: 0.29619 training's f1_score: 0.783569 valid_1's binary_logloss: 0.410051 valid_1's f1_score: 0.766467 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.28343 training's f1_score: 0.791372 valid_1's binary_logloss: 0.410988 valid_1's f1_score: 0.764706 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.362596 training's f1_score: 0.755754 valid_1's binary_logloss: 0.357788 valid_1's f1_score: 0.734807 [20] training's binary_logloss: 0.330623 training's f1_score: 0.772676 valid_1's binary_logloss: 0.351721 valid_1's f1_score: 0.743132 [30] training's binary_logloss: 0.309534 training's f1_score: 0.788623 valid_1's binary_logloss: 0.351672 valid_1's f1_score: 0.746021 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.298578 training's f1_score: 0.797795 valid_1's binary_logloss: 0.350319 valid_1's f1_score: 0.735314
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358473 training's f1_score: 0.733889 valid_1's binary_logloss: 0.406852 valid_1's f1_score: 0.786758 [20] training's binary_logloss: 0.324921 training's f1_score: 0.757826 valid_1's binary_logloss: 0.411887 valid_1's f1_score: 0.788802 [30] training's binary_logloss: 0.303391 training's f1_score: 0.772569 valid_1's binary_logloss: 0.411428 valid_1's f1_score: 0.793462 Early stopping, best iteration is: [3] training's binary_logloss: 0.401892 training's f1_score: 0.724045 valid_1's binary_logloss: 0.446069 valid_1's f1_score: 0.797872 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.356191 training's f1_score: 0.772085 valid_1's binary_logloss: 0.369025 valid_1's f1_score: 0.64527
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.319678 training's f1_score: 0.790059 valid_1's binary_logloss: 0.355421 valid_1's f1_score: 0.644614 [30] training's binary_logloss: 0.294142 training's f1_score: 0.807104 valid_1's binary_logloss: 0.349935 valid_1's f1_score: 0.651082 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.281801 training's f1_score: 0.81821 valid_1's binary_logloss: 0.350459 valid_1's f1_score: 0.641048 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.340478 training's f1_score: 0.778523 valid_1's binary_logloss: 0.416693 valid_1's f1_score: 0.61309 [20] training's binary_logloss: 0.302359 training's f1_score: 0.79975 valid_1's binary_logloss: 0.410099 valid_1's f1_score: 0.617039 [30] training's binary_logloss: 0.280699 training's f1_score: 0.816525 valid_1's binary_logloss: 0.407063 valid_1's f1_score: 0.62709 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26868 training's f1_score: 0.823974 valid_1's binary_logloss: 0.408534 valid_1's f1_score: 0.619694
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.344126 training's f1_score: 0.749658 valid_1's binary_logloss: 0.418232 valid_1's f1_score: 0.768986 [20] training's binary_logloss: 0.304725 training's f1_score: 0.776612 valid_1's binary_logloss: 0.406044 valid_1's f1_score: 0.768814 [30] training's binary_logloss: 0.282545 training's f1_score: 0.794459 valid_1's binary_logloss: 0.402681 valid_1's f1_score: 0.765446 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271266 training's f1_score: 0.804594 valid_1's binary_logloss: 0.405014 valid_1's f1_score: 0.766942 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.356738 training's f1_score: 0.763137 valid_1's binary_logloss: 0.355409 valid_1's f1_score: 0.731198
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.31705 training's f1_score: 0.785483 valid_1's binary_logloss: 0.348013 valid_1's f1_score: 0.738526 [30] training's binary_logloss: 0.290194 training's f1_score: 0.808331 valid_1's binary_logloss: 0.344508 valid_1's f1_score: 0.740845 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.277747 training's f1_score: 0.816146 valid_1's binary_logloss: 0.339949 valid_1's f1_score: 0.743626 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.35402 training's f1_score: 0.730447 valid_1's binary_logloss: 0.406053 valid_1's f1_score: 0.788357 [20] training's binary_logloss: 0.31869 training's f1_score: 0.755464 valid_1's binary_logloss: 0.407324 valid_1's f1_score: 0.785083 [30] training's binary_logloss: 0.293933 training's f1_score: 0.773431 valid_1's binary_logloss: 0.40392 valid_1's f1_score: 0.786173 Early stopping, best iteration is: [4] training's binary_logloss: 0.385503 training's f1_score: 0.728482 valid_1's binary_logloss: 0.430718 valid_1's f1_score: 0.793157
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337479 training's f1_score: 0.789352 valid_1's binary_logloss: 0.351391 valid_1's f1_score: 0.661431 [20] training's binary_logloss: 0.303207 training's f1_score: 0.809487 valid_1's binary_logloss: 0.335746 valid_1's f1_score: 0.663194 [30] training's binary_logloss: 0.279752 training's f1_score: 0.822834 valid_1's binary_logloss: 0.337005 valid_1's f1_score: 0.659686 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267724 training's f1_score: 0.830793 valid_1's binary_logloss: 0.339773 valid_1's f1_score: 0.668412 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.323853 training's f1_score: 0.796562 valid_1's binary_logloss: 0.406169 valid_1's f1_score: 0.616807 [20] training's binary_logloss: 0.290254 training's f1_score: 0.811847 valid_1's binary_logloss: 0.405551 valid_1's f1_score: 0.620462 [30] training's binary_logloss: 0.269771 training's f1_score: 0.824466 valid_1's binary_logloss: 0.400738 valid_1's f1_score: 0.631579 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254584 training's f1_score: 0.835372 valid_1's binary_logloss: 0.398757 valid_1's f1_score: 0.629536
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331843 training's f1_score: 0.757705 valid_1's binary_logloss: 0.399139 valid_1's f1_score: 0.780851 [20] training's binary_logloss: 0.298353 training's f1_score: 0.782906 valid_1's binary_logloss: 0.394762 valid_1's f1_score: 0.775862 [30] training's binary_logloss: 0.273442 training's f1_score: 0.801724 valid_1's binary_logloss: 0.393321 valid_1's f1_score: 0.779791 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261559 training's f1_score: 0.811448 valid_1's binary_logloss: 0.395071 valid_1's f1_score: 0.78208 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342065 training's f1_score: 0.771154 valid_1's binary_logloss: 0.342641 valid_1's f1_score: 0.745999
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.309651 training's f1_score: 0.792513 valid_1's binary_logloss: 0.336169 valid_1's f1_score: 0.751037 [30] training's binary_logloss: 0.283733 training's f1_score: 0.808971 valid_1's binary_logloss: 0.330908 valid_1's f1_score: 0.754665 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.273039 training's f1_score: 0.817166 valid_1's binary_logloss: 0.33315 valid_1's f1_score: 0.753444 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.337243 training's f1_score: 0.754443 valid_1's binary_logloss: 0.386768 valid_1's f1_score: 0.790425 [20] training's binary_logloss: 0.305208 training's f1_score: 0.77279 valid_1's binary_logloss: 0.394666 valid_1's f1_score: 0.788086 [30] training's binary_logloss: 0.277936 training's f1_score: 0.795118 valid_1's binary_logloss: 0.395117 valid_1's f1_score: 0.785397 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262392 training's f1_score: 0.806207 valid_1's binary_logloss: 0.392634 valid_1's f1_score: 0.784722
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.343284 training's f1_score: 0.779713 valid_1's binary_logloss: 0.351913 valid_1's f1_score: 0.647863 [20] training's binary_logloss: 0.304584 training's f1_score: 0.802888 valid_1's binary_logloss: 0.34446 valid_1's f1_score: 0.663239 [30] training's binary_logloss: 0.278081 training's f1_score: 0.821837 valid_1's binary_logloss: 0.336663 valid_1's f1_score: 0.675393 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263079 training's f1_score: 0.833875 valid_1's binary_logloss: 0.331528 valid_1's f1_score: 0.666667 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324709 training's f1_score: 0.790863 valid_1's binary_logloss: 0.408613 valid_1's f1_score: 0.61188
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.285366 training's f1_score: 0.812965 valid_1's binary_logloss: 0.408233 valid_1's f1_score: 0.632107 [30] training's binary_logloss: 0.262045 training's f1_score: 0.827468 valid_1's binary_logloss: 0.403778 valid_1's f1_score: 0.632911 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248019 training's f1_score: 0.836706 valid_1's binary_logloss: 0.401407 valid_1's f1_score: 0.630769
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333736 training's f1_score: 0.762099 valid_1's binary_logloss: 0.400581 valid_1's f1_score: 0.768499 [20] training's binary_logloss: 0.295579 training's f1_score: 0.785886 valid_1's binary_logloss: 0.393137 valid_1's f1_score: 0.779038 [30] training's binary_logloss: 0.267437 training's f1_score: 0.804427 valid_1's binary_logloss: 0.395435 valid_1's f1_score: 0.779164 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258023 training's f1_score: 0.813213 valid_1's binary_logloss: 0.396081 valid_1's f1_score: 0.777778 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339904 training's f1_score: 0.772654 valid_1's binary_logloss: 0.351479 valid_1's f1_score: 0.737211
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304156 training's f1_score: 0.793364 valid_1's binary_logloss: 0.342129 valid_1's f1_score: 0.740125 [30] training's binary_logloss: 0.27492 training's f1_score: 0.817159 valid_1's binary_logloss: 0.336744 valid_1's f1_score: 0.743017 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262764 training's f1_score: 0.825407 valid_1's binary_logloss: 0.337533 valid_1's f1_score: 0.745787 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.338383 training's f1_score: 0.748891 valid_1's binary_logloss: 0.392069 valid_1's f1_score: 0.792342 [20] training's binary_logloss: 0.302068 training's f1_score: 0.770133 valid_1's binary_logloss: 0.394697 valid_1's f1_score: 0.791339 [30] training's binary_logloss: 0.272485 training's f1_score: 0.793768 valid_1's binary_logloss: 0.399553 valid_1's f1_score: 0.793667 Early stopping, best iteration is: [5] training's binary_logloss: 0.364762 training's f1_score: 0.737347 valid_1's binary_logloss: 0.407266 valid_1's f1_score: 0.798594
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341172 training's f1_score: 0.780996 valid_1's binary_logloss: 0.348773 valid_1's f1_score: 0.644097 [20] training's binary_logloss: 0.303626 training's f1_score: 0.801227 valid_1's binary_logloss: 0.341078 valid_1's f1_score: 0.666667 [30] training's binary_logloss: 0.276896 training's f1_score: 0.823676 valid_1's binary_logloss: 0.334899 valid_1's f1_score: 0.659649 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26437 training's f1_score: 0.830721 valid_1's binary_logloss: 0.33264 valid_1's f1_score: 0.659649 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322624 training's f1_score: 0.78885 valid_1's binary_logloss: 0.409608 valid_1's f1_score: 0.618271
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.286542 training's f1_score: 0.810056 valid_1's binary_logloss: 0.393205 valid_1's f1_score: 0.647555 [30] training's binary_logloss: 0.261628 training's f1_score: 0.830474 valid_1's binary_logloss: 0.399458 valid_1's f1_score: 0.633476 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247076 training's f1_score: 0.838994 valid_1's binary_logloss: 0.39655 valid_1's f1_score: 0.634188 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331764 training's f1_score: 0.758295 valid_1's binary_logloss: 0.400537 valid_1's f1_score: 0.776607 [20] training's binary_logloss: 0.295132 training's f1_score: 0.784307 valid_1's binary_logloss: 0.396139 valid_1's f1_score: 0.784987 [30] training's binary_logloss: 0.271652 training's f1_score: 0.801788 valid_1's binary_logloss: 0.392937 valid_1's f1_score: 0.783034 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257362 training's f1_score: 0.811624 valid_1's binary_logloss: 0.392513 valid_1's f1_score: 0.777899 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338069 training's f1_score: 0.773141 valid_1's binary_logloss: 0.344791 valid_1's f1_score: 0.743177 [20] training's binary_logloss: 0.300237 training's f1_score: 0.796198 valid_1's binary_logloss: 0.335447 valid_1's f1_score: 0.754691
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.275045 training's f1_score: 0.815682 valid_1's binary_logloss: 0.329942 valid_1's f1_score: 0.757133 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262817 training's f1_score: 0.827036 valid_1's binary_logloss: 0.32917 valid_1's f1_score: 0.753319 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337022 training's f1_score: 0.746589 valid_1's binary_logloss: 0.389976 valid_1's f1_score: 0.785575
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298264 training's f1_score: 0.770026 valid_1's binary_logloss: 0.388133 valid_1's f1_score: 0.789242 [30] training's binary_logloss: 0.274232 training's f1_score: 0.790819 valid_1's binary_logloss: 0.388676 valid_1's f1_score: 0.792527 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259137 training's f1_score: 0.802728 valid_1's binary_logloss: 0.386349 valid_1's f1_score: 0.791667 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.339872 training's f1_score: 0.78307 valid_1's binary_logloss: 0.350071 valid_1's f1_score: 0.655794 [20] training's binary_logloss: 0.302678 training's f1_score: 0.807982 valid_1's binary_logloss: 0.339858 valid_1's f1_score: 0.667233 [30] training's binary_logloss: 0.278224 training's f1_score: 0.824387 valid_1's binary_logloss: 0.33879 valid_1's f1_score: 0.663844 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265885 training's f1_score: 0.829359 valid_1's binary_logloss: 0.335841 valid_1's f1_score: 0.670077
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.320881 training's f1_score: 0.793818 valid_1's binary_logloss: 0.405557 valid_1's f1_score: 0.617671 [20] training's binary_logloss: 0.286161 training's f1_score: 0.813228 valid_1's binary_logloss: 0.40216 valid_1's f1_score: 0.638191 [30] training's binary_logloss: 0.261368 training's f1_score: 0.832602 valid_1's binary_logloss: 0.401292 valid_1's f1_score: 0.639798 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246158 training's f1_score: 0.84242 valid_1's binary_logloss: 0.399223 valid_1's f1_score: 0.642496 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33021 training's f1_score: 0.761402 valid_1's binary_logloss: 0.397212 valid_1's f1_score: 0.770789
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293767 training's f1_score: 0.784334 valid_1's binary_logloss: 0.393894 valid_1's f1_score: 0.78355 [30] training's binary_logloss: 0.271427 training's f1_score: 0.80381 valid_1's binary_logloss: 0.395011 valid_1's f1_score: 0.773842 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259546 training's f1_score: 0.813877 valid_1's binary_logloss: 0.396516 valid_1's f1_score: 0.77451 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335954 training's f1_score: 0.775458 valid_1's binary_logloss: 0.346292 valid_1's f1_score: 0.738676 [20] training's binary_logloss: 0.295666 training's f1_score: 0.80304 valid_1's binary_logloss: 0.337129 valid_1's f1_score: 0.749827 [30] training's binary_logloss: 0.271542 training's f1_score: 0.820647 valid_1's binary_logloss: 0.333764 valid_1's f1_score: 0.756643 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260749 training's f1_score: 0.826549 valid_1's binary_logloss: 0.330608 valid_1's f1_score: 0.753319
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332772 training's f1_score: 0.754919 valid_1's binary_logloss: 0.391793 valid_1's f1_score: 0.790039 [20] training's binary_logloss: 0.298466 training's f1_score: 0.774628 valid_1's binary_logloss: 0.389395 valid_1's f1_score: 0.79136 [30] training's binary_logloss: 0.269539 training's f1_score: 0.797119 valid_1's binary_logloss: 0.392335 valid_1's f1_score: 0.787339 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253061 training's f1_score: 0.809187 valid_1's binary_logloss: 0.395345 valid_1's f1_score: 0.791481 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33902 training's f1_score: 0.784468 valid_1's binary_logloss: 0.34915 valid_1's f1_score: 0.66383
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300822 training's f1_score: 0.805521 valid_1's binary_logloss: 0.336414 valid_1's f1_score: 0.67069 [30] training's binary_logloss: 0.274941 training's f1_score: 0.821407 valid_1's binary_logloss: 0.335131 valid_1's f1_score: 0.668971 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264433 training's f1_score: 0.827745 valid_1's binary_logloss: 0.333254 valid_1's f1_score: 0.670139 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318595 training's f1_score: 0.796597 valid_1's binary_logloss: 0.412945 valid_1's f1_score: 0.615764 [20] training's binary_logloss: 0.285762 training's f1_score: 0.81599 valid_1's binary_logloss: 0.401307 valid_1's f1_score: 0.638726 [30] training's binary_logloss: 0.257589 training's f1_score: 0.832522 valid_1's binary_logloss: 0.399751 valid_1's f1_score: 0.630324 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244706 training's f1_score: 0.843097 valid_1's binary_logloss: 0.40047 valid_1's f1_score: 0.633362 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328452 training's f1_score: 0.760969 valid_1's binary_logloss: 0.396906 valid_1's f1_score: 0.77819 [20] training's binary_logloss: 0.29171 training's f1_score: 0.786313 valid_1's binary_logloss: 0.392406 valid_1's f1_score: 0.779151
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.266386 training's f1_score: 0.806659 valid_1's binary_logloss: 0.395062 valid_1's f1_score: 0.784356 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258254 training's f1_score: 0.814135 valid_1's binary_logloss: 0.396709 valid_1's f1_score: 0.778924 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333998 training's f1_score: 0.776143 valid_1's binary_logloss: 0.345765 valid_1's f1_score: 0.744637
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295915 training's f1_score: 0.799677 valid_1's binary_logloss: 0.33589 valid_1's f1_score: 0.747405 [30] training's binary_logloss: 0.27178 training's f1_score: 0.820029 valid_1's binary_logloss: 0.334219 valid_1's f1_score: 0.746331 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258821 training's f1_score: 0.830533 valid_1's binary_logloss: 0.333875 valid_1's f1_score: 0.7507 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331387 training's f1_score: 0.751849 valid_1's binary_logloss: 0.388027 valid_1's f1_score: 0.787172 [20] training's binary_logloss: 0.298103 training's f1_score: 0.7713 valid_1's binary_logloss: 0.387552 valid_1's f1_score: 0.791241 [30] training's binary_logloss: 0.269756 training's f1_score: 0.791601 valid_1's binary_logloss: 0.387115 valid_1's f1_score: 0.793103 Early stopping, best iteration is: [4] training's binary_logloss: 0.371017 training's f1_score: 0.746681 valid_1's binary_logloss: 0.421342 valid_1's f1_score: 0.797153
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334539 training's f1_score: 0.785616 valid_1's binary_logloss: 0.341567 valid_1's f1_score: 0.664366 [20] training's binary_logloss: 0.29717 training's f1_score: 0.810123 valid_1's binary_logloss: 0.333902 valid_1's f1_score: 0.661472 [30] training's binary_logloss: 0.268063 training's f1_score: 0.830259 valid_1's binary_logloss: 0.33082 valid_1's f1_score: 0.666075 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254875 training's f1_score: 0.839919 valid_1's binary_logloss: 0.327093 valid_1's f1_score: 0.669039 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31671 training's f1_score: 0.797956 valid_1's binary_logloss: 0.407488 valid_1's f1_score: 0.62396
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282358 training's f1_score: 0.816339 valid_1's binary_logloss: 0.405704 valid_1's f1_score: 0.63431 [30] training's binary_logloss: 0.261203 training's f1_score: 0.830236 valid_1's binary_logloss: 0.403963 valid_1's f1_score: 0.629975 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248727 training's f1_score: 0.839347 valid_1's binary_logloss: 0.402143 valid_1's f1_score: 0.636986 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326653 training's f1_score: 0.763494 valid_1's binary_logloss: 0.393379 valid_1's f1_score: 0.782979 [20] training's binary_logloss: 0.288343 training's f1_score: 0.792042 valid_1's binary_logloss: 0.383794 valid_1's f1_score: 0.784122 [30] training's binary_logloss: 0.262304 training's f1_score: 0.812294 valid_1's binary_logloss: 0.381618 valid_1's f1_score: 0.788546 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249212 training's f1_score: 0.821708 valid_1's binary_logloss: 0.383216 valid_1's f1_score: 0.788281 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333097 training's f1_score: 0.780096 valid_1's binary_logloss: 0.346512 valid_1's f1_score: 0.744089 [20] training's binary_logloss: 0.301223 training's f1_score: 0.798068 valid_1's binary_logloss: 0.342121 valid_1's f1_score: 0.75242
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.273563 training's f1_score: 0.815127 valid_1's binary_logloss: 0.33981 valid_1's f1_score: 0.747405 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25952 training's f1_score: 0.82771 valid_1's binary_logloss: 0.339883 valid_1's f1_score: 0.746165 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331153 training's f1_score: 0.750984 valid_1's binary_logloss: 0.391799 valid_1's f1_score: 0.787172
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29366 training's f1_score: 0.775362 valid_1's binary_logloss: 0.391719 valid_1's f1_score: 0.790994 [30] training's binary_logloss: 0.266935 training's f1_score: 0.793856 valid_1's binary_logloss: 0.395947 valid_1's f1_score: 0.786451 Early stopping, best iteration is: [4] training's binary_logloss: 0.371949 training's f1_score: 0.743398 valid_1's binary_logloss: 0.425192 valid_1's f1_score: 0.797558 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335438 training's f1_score: 0.78978 valid_1's binary_logloss: 0.343954 valid_1's f1_score: 0.666667 [20] training's binary_logloss: 0.297162 training's f1_score: 0.810162 valid_1's binary_logloss: 0.338135 valid_1's f1_score: 0.664354 [30] training's binary_logloss: 0.27592 training's f1_score: 0.820759 valid_1's binary_logloss: 0.334369 valid_1's f1_score: 0.668983 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265988 training's f1_score: 0.830025 valid_1's binary_logloss: 0.333141 valid_1's f1_score: 0.676056
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318217 training's f1_score: 0.796783 valid_1's binary_logloss: 0.412389 valid_1's f1_score: 0.610422 [20] training's binary_logloss: 0.285668 training's f1_score: 0.811783 valid_1's binary_logloss: 0.406883 valid_1's f1_score: 0.628237 [30] training's binary_logloss: 0.261161 training's f1_score: 0.829817 valid_1's binary_logloss: 0.400788 valid_1's f1_score: 0.626486 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249432 training's f1_score: 0.838862 valid_1's binary_logloss: 0.398819 valid_1's f1_score: 0.632566 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32508 training's f1_score: 0.768577 valid_1's binary_logloss: 0.386902 valid_1's f1_score: 0.783626
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.290362 training's f1_score: 0.791916 valid_1's binary_logloss: 0.383112 valid_1's f1_score: 0.784483 [30] training's binary_logloss: 0.262674 training's f1_score: 0.810464 valid_1's binary_logloss: 0.385403 valid_1's f1_score: 0.779772 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252019 training's f1_score: 0.816192 valid_1's binary_logloss: 0.38842 valid_1's f1_score: 0.775041 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333483 training's f1_score: 0.775851 valid_1's binary_logloss: 0.343438 valid_1's f1_score: 0.744027 [20] training's binary_logloss: 0.29873 training's f1_score: 0.79467 valid_1's binary_logloss: 0.340871 valid_1's f1_score: 0.747103 [30] training's binary_logloss: 0.275074 training's f1_score: 0.813905 valid_1's binary_logloss: 0.337238 valid_1's f1_score: 0.753603 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26049 training's f1_score: 0.828618 valid_1's binary_logloss: 0.335894 valid_1's f1_score: 0.748611 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329472 training's f1_score: 0.753873 valid_1's binary_logloss: 0.390091 valid_1's f1_score: 0.790159
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29485 training's f1_score: 0.77518 valid_1's binary_logloss: 0.394028 valid_1's f1_score: 0.782064 [30] training's binary_logloss: 0.267448 training's f1_score: 0.796296 valid_1's binary_logloss: 0.399369 valid_1's f1_score: 0.782609 Early stopping, best iteration is: [4] training's binary_logloss: 0.372035 training's f1_score: 0.741924 valid_1's binary_logloss: 0.423083 valid_1's f1_score: 0.797776 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335883 training's f1_score: 0.786825 valid_1's binary_logloss: 0.34302 valid_1's f1_score: 0.665517 [20] training's binary_logloss: 0.300978 training's f1_score: 0.805479 valid_1's binary_logloss: 0.331919 valid_1's f1_score: 0.675302 [30] training's binary_logloss: 0.276006 training's f1_score: 0.824201 valid_1's binary_logloss: 0.32638 valid_1's f1_score: 0.683566 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263202 training's f1_score: 0.830323 valid_1's binary_logloss: 0.328327 valid_1's f1_score: 0.680776 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.316044 training's f1_score: 0.796276 valid_1's binary_logloss: 0.410777 valid_1's f1_score: 0.626766 [20] training's binary_logloss: 0.282716 training's f1_score: 0.813744 valid_1's binary_logloss: 0.403301 valid_1's f1_score: 0.630344
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.262244 training's f1_score: 0.828849 valid_1's binary_logloss: 0.400127 valid_1's f1_score: 0.641892 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245751 training's f1_score: 0.840088 valid_1's binary_logloss: 0.400973 valid_1's f1_score: 0.642311 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324234 training's f1_score: 0.766276 valid_1's binary_logloss: 0.397517 valid_1's f1_score: 0.782839
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.288505 training's f1_score: 0.786958 valid_1's binary_logloss: 0.392236 valid_1's f1_score: 0.787976 [30] training's binary_logloss: 0.265055 training's f1_score: 0.809203 valid_1's binary_logloss: 0.397333 valid_1's f1_score: 0.778502 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252942 training's f1_score: 0.815716 valid_1's binary_logloss: 0.398502 valid_1's f1_score: 0.779716 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330811 training's f1_score: 0.776381 valid_1's binary_logloss: 0.343657 valid_1's f1_score: 0.738079 [20] training's binary_logloss: 0.295504 training's f1_score: 0.803543 valid_1's binary_logloss: 0.338796 valid_1's f1_score: 0.744345 [30] training's binary_logloss: 0.274385 training's f1_score: 0.816188 valid_1's binary_logloss: 0.337004 valid_1's f1_score: 0.750345 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259326 training's f1_score: 0.828069 valid_1's binary_logloss: 0.341366 valid_1's f1_score: 0.750173 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328646 training's f1_score: 0.75582 valid_1's binary_logloss: 0.38577 valid_1's f1_score: 0.791367 [20] training's binary_logloss: 0.295445 training's f1_score: 0.77437 valid_1's binary_logloss: 0.384536 valid_1's f1_score: 0.791304
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.26915 training's f1_score: 0.796042 valid_1's binary_logloss: 0.388704 valid_1's f1_score: 0.791992 Early stopping, best iteration is: [3] training's binary_logloss: 0.389917 training's f1_score: 0.730696 valid_1's binary_logloss: 0.438516 valid_1's f1_score: 0.803544 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334677 training's f1_score: 0.78692 valid_1's binary_logloss: 0.34326 valid_1's f1_score: 0.666667
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297896 training's f1_score: 0.803239 valid_1's binary_logloss: 0.329912 valid_1's f1_score: 0.672459 [30] training's binary_logloss: 0.274692 training's f1_score: 0.817804 valid_1's binary_logloss: 0.326212 valid_1's f1_score: 0.678352 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259735 training's f1_score: 0.831402 valid_1's binary_logloss: 0.327482 valid_1's f1_score: 0.684956 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.314906 training's f1_score: 0.798459 valid_1's binary_logloss: 0.414633 valid_1's f1_score: 0.614251 [20] training's binary_logloss: 0.280822 training's f1_score: 0.816465 valid_1's binary_logloss: 0.410079 valid_1's f1_score: 0.629908 [30] training's binary_logloss: 0.257976 training's f1_score: 0.829953 valid_1's binary_logloss: 0.406119 valid_1's f1_score: 0.631313 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239623 training's f1_score: 0.84436 valid_1's binary_logloss: 0.406715 valid_1's f1_score: 0.628717
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323772 training's f1_score: 0.765638 valid_1's binary_logloss: 0.394987 valid_1's f1_score: 0.781134 [20] training's binary_logloss: 0.28839 training's f1_score: 0.786459 valid_1's binary_logloss: 0.388989 valid_1's f1_score: 0.78556 [30] training's binary_logloss: 0.260538 training's f1_score: 0.812695 valid_1's binary_logloss: 0.389629 valid_1's f1_score: 0.786992 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248573 training's f1_score: 0.822648 valid_1's binary_logloss: 0.390144 valid_1's f1_score: 0.787118 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33339 training's f1_score: 0.776538 valid_1's binary_logloss: 0.348939 valid_1's f1_score: 0.738209
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296635 training's f1_score: 0.802513 valid_1's binary_logloss: 0.340972 valid_1's f1_score: 0.745392 [30] training's binary_logloss: 0.276012 training's f1_score: 0.816715 valid_1's binary_logloss: 0.33777 valid_1's f1_score: 0.749485 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258739 training's f1_score: 0.830489 valid_1's binary_logloss: 0.338713 valid_1's f1_score: 0.748281 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328014 training's f1_score: 0.75482 valid_1's binary_logloss: 0.383668 valid_1's f1_score: 0.803287 [20] training's binary_logloss: 0.291471 training's f1_score: 0.779515 valid_1's binary_logloss: 0.387123 valid_1's f1_score: 0.794189 [30] training's binary_logloss: 0.26282 training's f1_score: 0.80021 valid_1's binary_logloss: 0.389674 valid_1's f1_score: 0.79745 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246844 training's f1_score: 0.815349 valid_1's binary_logloss: 0.394677 valid_1's f1_score: 0.79626 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331388 training's f1_score: 0.792216 valid_1's binary_logloss: 0.344085 valid_1's f1_score: 0.670659 [20] training's binary_logloss: 0.298061 training's f1_score: 0.806452 valid_1's binary_logloss: 0.334647 valid_1's f1_score: 0.675699
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.271215 training's f1_score: 0.82812 valid_1's binary_logloss: 0.327839 valid_1's f1_score: 0.6875 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259851 training's f1_score: 0.835608 valid_1's binary_logloss: 0.328763 valid_1's f1_score: 0.683478 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.315212 training's f1_score: 0.800743 valid_1's binary_logloss: 0.412342 valid_1's f1_score: 0.616145
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.280882 training's f1_score: 0.815275 valid_1's binary_logloss: 0.407452 valid_1's f1_score: 0.625314 [30] training's binary_logloss: 0.256756 training's f1_score: 0.832758 valid_1's binary_logloss: 0.40586 valid_1's f1_score: 0.625 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243163 training's f1_score: 0.844339 valid_1's binary_logloss: 0.40679 valid_1's f1_score: 0.62192 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.323247 training's f1_score: 0.763809 valid_1's binary_logloss: 0.390378 valid_1's f1_score: 0.785374 [20] training's binary_logloss: 0.286315 training's f1_score: 0.787307 valid_1's binary_logloss: 0.39159 valid_1's f1_score: 0.781471 [30] training's binary_logloss: 0.256788 training's f1_score: 0.81546 valid_1's binary_logloss: 0.391684 valid_1's f1_score: 0.778331 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245221 training's f1_score: 0.824187 valid_1's binary_logloss: 0.392253 valid_1's f1_score: 0.775691
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330605 training's f1_score: 0.778397 valid_1's binary_logloss: 0.349233 valid_1's f1_score: 0.737057 [20] training's binary_logloss: 0.298734 training's f1_score: 0.798588 valid_1's binary_logloss: 0.342831 valid_1's f1_score: 0.746064 [30] training's binary_logloss: 0.269242 training's f1_score: 0.816366 valid_1's binary_logloss: 0.339797 valid_1's f1_score: 0.745017 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256587 training's f1_score: 0.828069 valid_1's binary_logloss: 0.339523 valid_1's f1_score: 0.749827 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327608 training's f1_score: 0.758609 valid_1's binary_logloss: 0.38279 valid_1's f1_score: 0.796528
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294771 training's f1_score: 0.776171 valid_1's binary_logloss: 0.389881 valid_1's f1_score: 0.793372 [30] training's binary_logloss: 0.268793 training's f1_score: 0.799651 valid_1's binary_logloss: 0.390378 valid_1's f1_score: 0.789344 Early stopping, best iteration is: [5] training's binary_logloss: 0.357331 training's f1_score: 0.745112 valid_1's binary_logloss: 0.401397 valid_1's f1_score: 0.803766 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332475 training's f1_score: 0.787565 valid_1's binary_logloss: 0.344026 valid_1's f1_score: 0.6661 [20] training's binary_logloss: 0.299443 training's f1_score: 0.808537 valid_1's binary_logloss: 0.332556 valid_1's f1_score: 0.674005 [30] training's binary_logloss: 0.273837 training's f1_score: 0.825058 valid_1's binary_logloss: 0.330294 valid_1's f1_score: 0.674177 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257455 training's f1_score: 0.83538 valid_1's binary_logloss: 0.334065 valid_1's f1_score: 0.671316 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313638 training's f1_score: 0.801603 valid_1's binary_logloss: 0.413272 valid_1's f1_score: 0.612613
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.279537 training's f1_score: 0.816238 valid_1's binary_logloss: 0.412606 valid_1's f1_score: 0.61854 [30] training's binary_logloss: 0.256826 training's f1_score: 0.833542 valid_1's binary_logloss: 0.410645 valid_1's f1_score: 0.616667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243062 training's f1_score: 0.843347 valid_1's binary_logloss: 0.411389 valid_1's f1_score: 0.611296 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.322987 training's f1_score: 0.765144 valid_1's binary_logloss: 0.392732 valid_1's f1_score: 0.782331 [20] training's binary_logloss: 0.286109 training's f1_score: 0.78679 valid_1's binary_logloss: 0.392191 valid_1's f1_score: 0.781996 [30] training's binary_logloss: 0.255205 training's f1_score: 0.817549 valid_1's binary_logloss: 0.392904 valid_1's f1_score: 0.779121 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243284 training's f1_score: 0.82462 valid_1's binary_logloss: 0.395718 valid_1's f1_score: 0.776053 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331767 training's f1_score: 0.777495 valid_1's binary_logloss: 0.346916 valid_1's f1_score: 0.732106 [20] training's binary_logloss: 0.296562 training's f1_score: 0.795899 valid_1's binary_logloss: 0.337636 valid_1's f1_score: 0.745392
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.269441 training's f1_score: 0.822229 valid_1's binary_logloss: 0.336187 valid_1's f1_score: 0.752584 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256803 training's f1_score: 0.833306 valid_1's binary_logloss: 0.335173 valid_1's f1_score: 0.757909 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328375 training's f1_score: 0.757052 valid_1's binary_logloss: 0.381808 valid_1's f1_score: 0.791262
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294984 training's f1_score: 0.776073 valid_1's binary_logloss: 0.385148 valid_1's f1_score: 0.791198 [30] training's binary_logloss: 0.26511 training's f1_score: 0.800768 valid_1's binary_logloss: 0.389249 valid_1's f1_score: 0.788206 Early stopping, best iteration is: [5] training's binary_logloss: 0.357918 training's f1_score: 0.749431 valid_1's binary_logloss: 0.400754 valid_1's f1_score: 0.799802 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.3319 training's f1_score: 0.791724 valid_1's binary_logloss: 0.343497 valid_1's f1_score: 0.667243 [20] training's binary_logloss: 0.301313 training's f1_score: 0.805888 valid_1's binary_logloss: 0.338835 valid_1's f1_score: 0.672429 [30] training's binary_logloss: 0.271708 training's f1_score: 0.824694 valid_1's binary_logloss: 0.333706 valid_1's f1_score: 0.67374 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260285 training's f1_score: 0.833024 valid_1's binary_logloss: 0.337745 valid_1's f1_score: 0.66843 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313736 training's f1_score: 0.794698 valid_1's binary_logloss: 0.407936 valid_1's f1_score: 0.613618 [20] training's binary_logloss: 0.278514 training's f1_score: 0.812975 valid_1's binary_logloss: 0.406553 valid_1's f1_score: 0.624374
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.252328 training's f1_score: 0.832968 valid_1's binary_logloss: 0.407284 valid_1's f1_score: 0.632378 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239869 training's f1_score: 0.843765 valid_1's binary_logloss: 0.407636 valid_1's f1_score: 0.636749 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319528 training's f1_score: 0.765827 valid_1's binary_logloss: 0.386581 valid_1's f1_score: 0.782933
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.288952 training's f1_score: 0.787066 valid_1's binary_logloss: 0.38267 valid_1's f1_score: 0.785097 [30] training's binary_logloss: 0.263474 training's f1_score: 0.80639 valid_1's binary_logloss: 0.387887 valid_1's f1_score: 0.777293 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249791 training's f1_score: 0.820154 valid_1's binary_logloss: 0.386663 valid_1's f1_score: 0.778266 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333861 training's f1_score: 0.774869 valid_1's binary_logloss: 0.345314 valid_1's f1_score: 0.75 [20] training's binary_logloss: 0.29963 training's f1_score: 0.797562 valid_1's binary_logloss: 0.340932 valid_1's f1_score: 0.748802 [30] training's binary_logloss: 0.275801 training's f1_score: 0.813795 valid_1's binary_logloss: 0.338117 valid_1's f1_score: 0.753103 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259405 training's f1_score: 0.82579 valid_1's binary_logloss: 0.336263 valid_1's f1_score: 0.746372 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326684 training's f1_score: 0.756039 valid_1's binary_logloss: 0.383023 valid_1's f1_score: 0.790922
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.291883 training's f1_score: 0.778295 valid_1's binary_logloss: 0.389987 valid_1's f1_score: 0.789168 [30] training's binary_logloss: 0.262533 training's f1_score: 0.799511 valid_1's binary_logloss: 0.394315 valid_1's f1_score: 0.787172 Early stopping, best iteration is: [5] training's binary_logloss: 0.356813 training's f1_score: 0.750781 valid_1's binary_logloss: 0.406315 valid_1's f1_score: 0.792713 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332686 training's f1_score: 0.791367 valid_1's binary_logloss: 0.347856 valid_1's f1_score: 0.668936 [20] training's binary_logloss: 0.297913 training's f1_score: 0.806893 valid_1's binary_logloss: 0.338893 valid_1's f1_score: 0.664966 [30] training's binary_logloss: 0.269755 training's f1_score: 0.825294 valid_1's binary_logloss: 0.334607 valid_1's f1_score: 0.671316 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257106 training's f1_score: 0.833152 valid_1's binary_logloss: 0.334005 valid_1's f1_score: 0.667249 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.314099 training's f1_score: 0.796038 valid_1's binary_logloss: 0.404881 valid_1's f1_score: 0.621149
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282668 training's f1_score: 0.809243 valid_1's binary_logloss: 0.397464 valid_1's f1_score: 0.638866 [30] training's binary_logloss: 0.252087 training's f1_score: 0.831373 valid_1's binary_logloss: 0.393543 valid_1's f1_score: 0.629975 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.237744 training's f1_score: 0.844906 valid_1's binary_logloss: 0.397065 valid_1's f1_score: 0.62862 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319716 training's f1_score: 0.767002 valid_1's binary_logloss: 0.388787 valid_1's f1_score: 0.779947 [20] training's binary_logloss: 0.288597 training's f1_score: 0.787077 valid_1's binary_logloss: 0.383145 valid_1's f1_score: 0.785027 [30] training's binary_logloss: 0.253838 training's f1_score: 0.817562 valid_1's binary_logloss: 0.382779 valid_1's f1_score: 0.787047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241631 training's f1_score: 0.831983 valid_1's binary_logloss: 0.386587 valid_1's f1_score: 0.784768 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331936 training's f1_score: 0.776181 valid_1's binary_logloss: 0.343654 valid_1's f1_score: 0.743448
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296767 training's f1_score: 0.798908 valid_1's binary_logloss: 0.338354 valid_1's f1_score: 0.749131 [30] training's binary_logloss: 0.269462 training's f1_score: 0.817253 valid_1's binary_logloss: 0.333844 valid_1's f1_score: 0.747038 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254651 training's f1_score: 0.830453 valid_1's binary_logloss: 0.332543 valid_1's f1_score: 0.745976 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327024 training's f1_score: 0.758266 valid_1's binary_logloss: 0.383797 valid_1's f1_score: 0.791145 [20] training's binary_logloss: 0.29458 training's f1_score: 0.773873 valid_1's binary_logloss: 0.390248 valid_1's f1_score: 0.788814 [30] training's binary_logloss: 0.266609 training's f1_score: 0.79441 valid_1's binary_logloss: 0.396291 valid_1's f1_score: 0.789679 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247113 training's f1_score: 0.812312 valid_1's binary_logloss: 0.397407 valid_1's f1_score: 0.78937 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329806 training's f1_score: 0.789209 valid_1's binary_logloss: 0.342663 valid_1's f1_score: 0.65812
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296855 training's f1_score: 0.807533 valid_1's binary_logloss: 0.33621 valid_1's f1_score: 0.658662 [30] training's binary_logloss: 0.269859 training's f1_score: 0.830148 valid_1's binary_logloss: 0.333674 valid_1's f1_score: 0.67128 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254962 training's f1_score: 0.838231 valid_1's binary_logloss: 0.3326 valid_1's f1_score: 0.665505 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.313101 training's f1_score: 0.8 valid_1's binary_logloss: 0.405714 valid_1's f1_score: 0.621931 [20] training's binary_logloss: 0.281425 training's f1_score: 0.816814 valid_1's binary_logloss: 0.401692 valid_1's f1_score: 0.62623 [30] training's binary_logloss: 0.258871 training's f1_score: 0.830307 valid_1's binary_logloss: 0.399472 valid_1's f1_score: 0.635607 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242659 training's f1_score: 0.842702 valid_1's binary_logloss: 0.398747 valid_1's f1_score: 0.629195 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.317902 training's f1_score: 0.771894 valid_1's binary_logloss: 0.389713 valid_1's f1_score: 0.780932
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.283916 training's f1_score: 0.789564 valid_1's binary_logloss: 0.385237 valid_1's f1_score: 0.786903 [30] training's binary_logloss: 0.257675 training's f1_score: 0.814879 valid_1's binary_logloss: 0.38786 valid_1's f1_score: 0.777416 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246842 training's f1_score: 0.824209 valid_1's binary_logloss: 0.3889 valid_1's f1_score: 0.778082 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331712 training's f1_score: 0.778536 valid_1's binary_logloss: 0.344952 valid_1's f1_score: 0.747956 [20] training's binary_logloss: 0.297101 training's f1_score: 0.799743 valid_1's binary_logloss: 0.339735 valid_1's f1_score: 0.745716 [30] training's binary_logloss: 0.27202 training's f1_score: 0.815662 valid_1's binary_logloss: 0.336159 valid_1's f1_score: 0.750689 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25942 training's f1_score: 0.824484 valid_1's binary_logloss: 0.337119 valid_1's f1_score: 0.7519 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325684 training's f1_score: 0.760062 valid_1's binary_logloss: 0.381134 valid_1's f1_score: 0.79456
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292195 training's f1_score: 0.778657 valid_1's binary_logloss: 0.380291 valid_1's f1_score: 0.794004 [30] training's binary_logloss: 0.265488 training's f1_score: 0.803853 valid_1's binary_logloss: 0.383168 valid_1's f1_score: 0.798431 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249953 training's f1_score: 0.817216 valid_1's binary_logloss: 0.385068 valid_1's f1_score: 0.791481 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330686 training's f1_score: 0.789136 valid_1's binary_logloss: 0.344445 valid_1's f1_score: 0.669528 [20] training's binary_logloss: 0.294885 training's f1_score: 0.810993 valid_1's binary_logloss: 0.334408 valid_1's f1_score: 0.666094 [30] training's binary_logloss: 0.265661 training's f1_score: 0.832302 valid_1's binary_logloss: 0.33059 valid_1's f1_score: 0.671292 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253119 training's f1_score: 0.841583 valid_1's binary_logloss: 0.331958 valid_1's f1_score: 0.665502 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312535 training's f1_score: 0.799386 valid_1's binary_logloss: 0.413178 valid_1's f1_score: 0.619512
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.280729 training's f1_score: 0.814906 valid_1's binary_logloss: 0.405742 valid_1's f1_score: 0.62716 [30] training's binary_logloss: 0.258548 training's f1_score: 0.828696 valid_1's binary_logloss: 0.400444 valid_1's f1_score: 0.636975 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24354 training's f1_score: 0.84078 valid_1's binary_logloss: 0.40438 valid_1's f1_score: 0.624788 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318814 training's f1_score: 0.768547 valid_1's binary_logloss: 0.386592 valid_1's f1_score: 0.781499 [20] training's binary_logloss: 0.283495 training's f1_score: 0.789672 valid_1's binary_logloss: 0.387065 valid_1's f1_score: 0.78556 [30] training's binary_logloss: 0.254744 training's f1_score: 0.814648 valid_1's binary_logloss: 0.389483 valid_1's f1_score: 0.781046 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242362 training's f1_score: 0.828128 valid_1's binary_logloss: 0.389229 valid_1's f1_score: 0.780407 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32782 training's f1_score: 0.782164 valid_1's binary_logloss: 0.347286 valid_1's f1_score: 0.739726
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294841 training's f1_score: 0.800512 valid_1's binary_logloss: 0.340579 valid_1's f1_score: 0.74645 [30] training's binary_logloss: 0.263674 training's f1_score: 0.824083 valid_1's binary_logloss: 0.340053 valid_1's f1_score: 0.746888 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252067 training's f1_score: 0.830864 valid_1's binary_logloss: 0.338819 valid_1's f1_score: 0.749827 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326096 training's f1_score: 0.758562 valid_1's binary_logloss: 0.3838 valid_1's f1_score: 0.798641 [20] training's binary_logloss: 0.293892 training's f1_score: 0.778944 valid_1's binary_logloss: 0.387094 valid_1's f1_score: 0.793003 [30] training's binary_logloss: 0.266236 training's f1_score: 0.79972 valid_1's binary_logloss: 0.391505 valid_1's f1_score: 0.782222 Early stopping, best iteration is: [4] training's binary_logloss: 0.367173 training's f1_score: 0.75018 valid_1's binary_logloss: 0.412439 valid_1's f1_score: 0.803205
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331111 training's f1_score: 0.788963 valid_1's binary_logloss: 0.343713 valid_1's f1_score: 0.665538 [20] training's binary_logloss: 0.296583 training's f1_score: 0.807082 valid_1's binary_logloss: 0.332847 valid_1's f1_score: 0.678053 [30] training's binary_logloss: 0.266518 training's f1_score: 0.828545 valid_1's binary_logloss: 0.329671 valid_1's f1_score: 0.673043 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.2537 training's f1_score: 0.839901 valid_1's binary_logloss: 0.329831 valid_1's f1_score: 0.672566 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.311688 training's f1_score: 0.80315 valid_1's binary_logloss: 0.414361 valid_1's f1_score: 0.613139 [20] training's binary_logloss: 0.278283 training's f1_score: 0.817184 valid_1's binary_logloss: 0.409514 valid_1's f1_score: 0.625929 [30] training's binary_logloss: 0.254203 training's f1_score: 0.835395 valid_1's binary_logloss: 0.409148 valid_1's f1_score: 0.622814 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238619 training's f1_score: 0.849255 valid_1's binary_logloss: 0.412138 valid_1's f1_score: 0.623746 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.317532 training's f1_score: 0.774072 valid_1's binary_logloss: 0.390811 valid_1's f1_score: 0.779138
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.284861 training's f1_score: 0.791201 valid_1's binary_logloss: 0.384538 valid_1's f1_score: 0.787291 [30] training's binary_logloss: 0.25656 training's f1_score: 0.813459 valid_1's binary_logloss: 0.390046 valid_1's f1_score: 0.778751 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244682 training's f1_score: 0.824851 valid_1's binary_logloss: 0.389948 valid_1's f1_score: 0.77839 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33009 training's f1_score: 0.776519 valid_1's binary_logloss: 0.342551 valid_1's f1_score: 0.740233 [20] training's binary_logloss: 0.294184 training's f1_score: 0.802124 valid_1's binary_logloss: 0.338767 valid_1's f1_score: 0.749141 [30] training's binary_logloss: 0.265857 training's f1_score: 0.822211 valid_1's binary_logloss: 0.33569 valid_1's f1_score: 0.748271 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251308 training's f1_score: 0.835068 valid_1's binary_logloss: 0.335492 valid_1's f1_score: 0.751389 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325588 training's f1_score: 0.755426 valid_1's binary_logloss: 0.382241 valid_1's f1_score: 0.793237
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294822 training's f1_score: 0.775447 valid_1's binary_logloss: 0.386388 valid_1's f1_score: 0.791423 [30] training's binary_logloss: 0.2691 training's f1_score: 0.80014 valid_1's binary_logloss: 0.388704 valid_1's f1_score: 0.793494 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251492 training's f1_score: 0.811676 valid_1's binary_logloss: 0.387855 valid_1's f1_score: 0.789891
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330574 training's f1_score: 0.790465 valid_1's binary_logloss: 0.3437 valid_1's f1_score: 0.669506 [20] training's binary_logloss: 0.292959 training's f1_score: 0.812529 valid_1's binary_logloss: 0.330272 valid_1's f1_score: 0.675722 [30] training's binary_logloss: 0.264896 training's f1_score: 0.83274 valid_1's binary_logloss: 0.327359 valid_1's f1_score: 0.677111 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253688 training's f1_score: 0.840248 valid_1's binary_logloss: 0.327281 valid_1's f1_score: 0.675958 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3121 training's f1_score: 0.803075 valid_1's binary_logloss: 0.41679 valid_1's f1_score: 0.612642
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.279305 training's f1_score: 0.820164 valid_1's binary_logloss: 0.404136 valid_1's f1_score: 0.633745 [30] training's binary_logloss: 0.252656 training's f1_score: 0.838821 valid_1's binary_logloss: 0.406367 valid_1's f1_score: 0.639141 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.235739 training's f1_score: 0.852733 valid_1's binary_logloss: 0.405935 valid_1's f1_score: 0.640664 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.317514 training's f1_score: 0.772386 valid_1's binary_logloss: 0.387023 valid_1's f1_score: 0.786973 [20] training's binary_logloss: 0.283338 training's f1_score: 0.79275 valid_1's binary_logloss: 0.387232 valid_1's f1_score: 0.787027 [30] training's binary_logloss: 0.253595 training's f1_score: 0.818261 valid_1's binary_logloss: 0.389365 valid_1's f1_score: 0.781609 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238385 training's f1_score: 0.832837 valid_1's binary_logloss: 0.391524 valid_1's f1_score: 0.777042 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327043 training's f1_score: 0.780713 valid_1's binary_logloss: 0.346487 valid_1's f1_score: 0.741192
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293405 training's f1_score: 0.796228 valid_1's binary_logloss: 0.342942 valid_1's f1_score: 0.738983 [30] training's binary_logloss: 0.266977 training's f1_score: 0.820429 valid_1's binary_logloss: 0.337525 valid_1's f1_score: 0.749829 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24767 training's f1_score: 0.832739 valid_1's binary_logloss: 0.336544 valid_1's f1_score: 0.754301 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.323609 training's f1_score: 0.762347 valid_1's binary_logloss: 0.381425 valid_1's f1_score: 0.800774 [20] training's binary_logloss: 0.288125 training's f1_score: 0.784525 valid_1's binary_logloss: 0.389444 valid_1's f1_score: 0.794734 [30] training's binary_logloss: 0.261552 training's f1_score: 0.806321 valid_1's binary_logloss: 0.390146 valid_1's f1_score: 0.790402 Early stopping, best iteration is: [4] training's binary_logloss: 0.365984 training's f1_score: 0.750583 valid_1's binary_logloss: 0.412684 valid_1's f1_score: 0.803804 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.36865 training's f1_score: 0.768617 valid_1's binary_logloss: 0.386796 valid_1's f1_score: 0.631224 [20] training's binary_logloss: 0.332155 training's f1_score: 0.786517 valid_1's binary_logloss: 0.374637 valid_1's f1_score: 0.641955
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.308835 training's f1_score: 0.800805 valid_1's binary_logloss: 0.370381 valid_1's f1_score: 0.637681 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.298891 training's f1_score: 0.805729 valid_1's binary_logloss: 0.374029 valid_1's f1_score: 0.643894 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.355726 training's f1_score: 0.773086 valid_1's binary_logloss: 0.417247 valid_1's f1_score: 0.600166
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.319077 training's f1_score: 0.790647 valid_1's binary_logloss: 0.408894 valid_1's f1_score: 0.616034 [30] training's binary_logloss: 0.295312 training's f1_score: 0.809779 valid_1's binary_logloss: 0.409301 valid_1's f1_score: 0.622867 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.28188 training's f1_score: 0.817592 valid_1's binary_logloss: 0.4057 valid_1's f1_score: 0.618307 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.362197 training's f1_score: 0.747025 valid_1's binary_logloss: 0.422425 valid_1's f1_score: 0.768494 [20] training's binary_logloss: 0.327084 training's f1_score: 0.765445 valid_1's binary_logloss: 0.41456 valid_1's f1_score: 0.76598 [30] training's binary_logloss: 0.302274 training's f1_score: 0.78377 valid_1's binary_logloss: 0.418023 valid_1's f1_score: 0.766376 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.289937 training's f1_score: 0.795883 valid_1's binary_logloss: 0.418247 valid_1's f1_score: 0.766777
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.370245 training's f1_score: 0.757179 valid_1's binary_logloss: 0.364175 valid_1's f1_score: 0.736842 [20] training's binary_logloss: 0.33501 training's f1_score: 0.774464 valid_1's binary_logloss: 0.351004 valid_1's f1_score: 0.739251 [30] training's binary_logloss: 0.31162 training's f1_score: 0.792728 valid_1's binary_logloss: 0.349254 valid_1's f1_score: 0.74548 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.299882 training's f1_score: 0.797722 valid_1's binary_logloss: 0.350548 valid_1's f1_score: 0.743697 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.368238 training's f1_score: 0.732109 valid_1's binary_logloss: 0.416703 valid_1's f1_score: 0.786241
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.333841 training's f1_score: 0.751471 valid_1's binary_logloss: 0.410914 valid_1's f1_score: 0.789526 [30] training's binary_logloss: 0.312352 training's f1_score: 0.764911 valid_1's binary_logloss: 0.40743 valid_1's f1_score: 0.788119 Early stopping, best iteration is: [3] training's binary_logloss: 0.408486 training's f1_score: 0.709184 valid_1's binary_logloss: 0.448911 valid_1's f1_score: 0.801953 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.359638 training's f1_score: 0.771254 valid_1's binary_logloss: 0.368319 valid_1's f1_score: 0.637062 [20] training's binary_logloss: 0.324155 training's f1_score: 0.789522 valid_1's binary_logloss: 0.359381 valid_1's f1_score: 0.645494 [30] training's binary_logloss: 0.306918 training's f1_score: 0.797406 valid_1's binary_logloss: 0.363633 valid_1's f1_score: 0.640545 Early stopping, best iteration is: [3] training's binary_logloss: 0.42348 training's f1_score: 0.757143 valid_1's binary_logloss: 0.40497 valid_1's f1_score: 0.658277
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.345716 training's f1_score: 0.781294 valid_1's binary_logloss: 0.420249 valid_1's f1_score: 0.613223 [20] training's binary_logloss: 0.314411 training's f1_score: 0.794095 valid_1's binary_logloss: 0.415985 valid_1's f1_score: 0.619409 [30] training's binary_logloss: 0.293072 training's f1_score: 0.807765 valid_1's binary_logloss: 0.414018 valid_1's f1_score: 0.624465 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.282707 training's f1_score: 0.815178 valid_1's binary_logloss: 0.412718 valid_1's f1_score: 0.623064 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.349896 training's f1_score: 0.747082 valid_1's binary_logloss: 0.41635 valid_1's f1_score: 0.766702
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.317349 training's f1_score: 0.766161 valid_1's binary_logloss: 0.413942 valid_1's f1_score: 0.760939 [30] training's binary_logloss: 0.292349 training's f1_score: 0.785948 valid_1's binary_logloss: 0.415521 valid_1's f1_score: 0.760456 Early stopping, best iteration is: [5] training's binary_logloss: 0.380687 training's f1_score: 0.743219 valid_1's binary_logloss: 0.432738 valid_1's f1_score: 0.775938 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.361805 training's f1_score: 0.755096 valid_1's binary_logloss: 0.35347 valid_1's f1_score: 0.740331 [20] training's binary_logloss: 0.326502 training's f1_score: 0.777599 valid_1's binary_logloss: 0.349266 valid_1's f1_score: 0.746905 [30] training's binary_logloss: 0.306904 training's f1_score: 0.791539 valid_1's binary_logloss: 0.34661 valid_1's f1_score: 0.746186 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.294979 training's f1_score: 0.800973 valid_1's binary_logloss: 0.346811 valid_1's f1_score: 0.74529
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.357966 training's f1_score: 0.735464 valid_1's binary_logloss: 0.408193 valid_1's f1_score: 0.780273 [20] training's binary_logloss: 0.325127 training's f1_score: 0.75206 valid_1's binary_logloss: 0.413214 valid_1's f1_score: 0.776309 [30] training's binary_logloss: 0.301484 training's f1_score: 0.77193 valid_1's binary_logloss: 0.413244 valid_1's f1_score: 0.782566 Early stopping, best iteration is: [3] training's binary_logloss: 0.402284 training's f1_score: 0.722351 valid_1's binary_logloss: 0.448164 valid_1's f1_score: 0.794243 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.354772 training's f1_score: 0.77473 valid_1's binary_logloss: 0.370994 valid_1's f1_score: 0.638005
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.318992 training's f1_score: 0.793257 valid_1's binary_logloss: 0.359097 valid_1's f1_score: 0.642735 [30] training's binary_logloss: 0.296495 training's f1_score: 0.809884 valid_1's binary_logloss: 0.355257 valid_1's f1_score: 0.645329 Early stopping, best iteration is: [4] training's binary_logloss: 0.401364 training's f1_score: 0.763271 valid_1's binary_logloss: 0.389829 valid_1's f1_score: 0.653099 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.342577 training's f1_score: 0.776301 valid_1's binary_logloss: 0.420318 valid_1's f1_score: 0.597039 [20] training's binary_logloss: 0.302843 training's f1_score: 0.804992 valid_1's binary_logloss: 0.414783 valid_1's f1_score: 0.61139 [30] training's binary_logloss: 0.27819 training's f1_score: 0.823974 valid_1's binary_logloss: 0.417422 valid_1's f1_score: 0.609508 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266965 training's f1_score: 0.831727 valid_1's binary_logloss: 0.415012 valid_1's f1_score: 0.609819
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.344712 training's f1_score: 0.753105 valid_1's binary_logloss: 0.415229 valid_1's f1_score: 0.769883 [20] training's binary_logloss: 0.307438 training's f1_score: 0.771175 valid_1's binary_logloss: 0.406868 valid_1's f1_score: 0.769888 [30] training's binary_logloss: 0.281228 training's f1_score: 0.799654 valid_1's binary_logloss: 0.402038 valid_1's f1_score: 0.77115 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266913 training's f1_score: 0.811498 valid_1's binary_logloss: 0.403813 valid_1's f1_score: 0.767123 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358354 training's f1_score: 0.75893 valid_1's binary_logloss: 0.356383 valid_1's f1_score: 0.745152
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.317528 training's f1_score: 0.783671 valid_1's binary_logloss: 0.347036 valid_1's f1_score: 0.747922 [30] training's binary_logloss: 0.295051 training's f1_score: 0.801812 valid_1's binary_logloss: 0.344925 valid_1's f1_score: 0.746352 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.280012 training's f1_score: 0.816287 valid_1's binary_logloss: 0.343819 valid_1's f1_score: 0.750524 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.35327 training's f1_score: 0.736011 valid_1's binary_logloss: 0.406089 valid_1's f1_score: 0.784275 [20] training's binary_logloss: 0.313848 training's f1_score: 0.760704 valid_1's binary_logloss: 0.40804 valid_1's f1_score: 0.779578 [30] training's binary_logloss: 0.290023 training's f1_score: 0.783638 valid_1's binary_logloss: 0.411041 valid_1's f1_score: 0.780344 Early stopping, best iteration is: [5] training's binary_logloss: 0.376496 training's f1_score: 0.727402 valid_1's binary_logloss: 0.417492 valid_1's f1_score: 0.794715
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338183 training's f1_score: 0.786755 valid_1's binary_logloss: 0.347801 valid_1's f1_score: 0.65388 [20] training's binary_logloss: 0.303989 training's f1_score: 0.807348 valid_1's binary_logloss: 0.336031 valid_1's f1_score: 0.660777 [30] training's binary_logloss: 0.280221 training's f1_score: 0.821722 valid_1's binary_logloss: 0.335602 valid_1's f1_score: 0.659031 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266129 training's f1_score: 0.831286 valid_1's binary_logloss: 0.333672 valid_1's f1_score: 0.66009 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323517 training's f1_score: 0.795589 valid_1's binary_logloss: 0.405676 valid_1's f1_score: 0.626991
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.290268 training's f1_score: 0.80931 valid_1's binary_logloss: 0.400841 valid_1's f1_score: 0.635373 [30] training's binary_logloss: 0.265675 training's f1_score: 0.826162 valid_1's binary_logloss: 0.394716 valid_1's f1_score: 0.638514 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254831 training's f1_score: 0.835403 valid_1's binary_logloss: 0.390971 valid_1's f1_score: 0.641829 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332173 training's f1_score: 0.759658 valid_1's binary_logloss: 0.391461 valid_1's f1_score: 0.781683 [20] training's binary_logloss: 0.295488 training's f1_score: 0.783399 valid_1's binary_logloss: 0.3862 valid_1's f1_score: 0.786059 [30] training's binary_logloss: 0.269812 training's f1_score: 0.804777 valid_1's binary_logloss: 0.384028 valid_1's f1_score: 0.784165 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257462 training's f1_score: 0.818087 valid_1's binary_logloss: 0.387407 valid_1's f1_score: 0.77451 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341505 training's f1_score: 0.773082 valid_1's binary_logloss: 0.34314 valid_1's f1_score: 0.753985 [20] training's binary_logloss: 0.307044 training's f1_score: 0.794042 valid_1's binary_logloss: 0.335145 valid_1's f1_score: 0.752434
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.283678 training's f1_score: 0.80904 valid_1's binary_logloss: 0.330362 valid_1's f1_score: 0.753301 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.269807 training's f1_score: 0.819082 valid_1's binary_logloss: 0.331142 valid_1's f1_score: 0.751389 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33841 training's f1_score: 0.745803 valid_1's binary_logloss: 0.389923 valid_1's f1_score: 0.792195
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304441 training's f1_score: 0.769863 valid_1's binary_logloss: 0.395676 valid_1's f1_score: 0.785056 [30] training's binary_logloss: 0.278145 training's f1_score: 0.791681 valid_1's binary_logloss: 0.398303 valid_1's f1_score: 0.788206 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263555 training's f1_score: 0.801676 valid_1's binary_logloss: 0.398573 valid_1's f1_score: 0.784585
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341719 training's f1_score: 0.778182 valid_1's binary_logloss: 0.346256 valid_1's f1_score: 0.660959 [20] training's binary_logloss: 0.302608 training's f1_score: 0.802757 valid_1's binary_logloss: 0.336235 valid_1's f1_score: 0.671233 [30] training's binary_logloss: 0.276082 training's f1_score: 0.820743 valid_1's binary_logloss: 0.332624 valid_1's f1_score: 0.676522 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264094 training's f1_score: 0.828164 valid_1's binary_logloss: 0.326726 valid_1's f1_score: 0.674256 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324076 training's f1_score: 0.791563 valid_1's binary_logloss: 0.404007 valid_1's f1_score: 0.620401
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.287385 training's f1_score: 0.811626 valid_1's binary_logloss: 0.400364 valid_1's f1_score: 0.642978 [30] training's binary_logloss: 0.262801 training's f1_score: 0.82722 valid_1's binary_logloss: 0.399608 valid_1's f1_score: 0.641997 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249331 training's f1_score: 0.835161 valid_1's binary_logloss: 0.399083 valid_1's f1_score: 0.639655 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332657 training's f1_score: 0.760061 valid_1's binary_logloss: 0.396141 valid_1's f1_score: 0.782609 [20] training's binary_logloss: 0.294332 training's f1_score: 0.78711 valid_1's binary_logloss: 0.388303 valid_1's f1_score: 0.785984 [30] training's binary_logloss: 0.269076 training's f1_score: 0.806279 valid_1's binary_logloss: 0.38793 valid_1's f1_score: 0.782037 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25434 training's f1_score: 0.819302 valid_1's binary_logloss: 0.388476 valid_1's f1_score: 0.777288
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.34103 training's f1_score: 0.769426 valid_1's binary_logloss: 0.349314 valid_1's f1_score: 0.738589 [20] training's binary_logloss: 0.302768 training's f1_score: 0.796526 valid_1's binary_logloss: 0.339927 valid_1's f1_score: 0.752747 [30] training's binary_logloss: 0.276247 training's f1_score: 0.816883 valid_1's binary_logloss: 0.338526 valid_1's f1_score: 0.751037 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262558 training's f1_score: 0.825945 valid_1's binary_logloss: 0.335031 valid_1's f1_score: 0.75766 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338725 training's f1_score: 0.749101 valid_1's binary_logloss: 0.393948 valid_1's f1_score: 0.7862
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.302202 training's f1_score: 0.773702 valid_1's binary_logloss: 0.392509 valid_1's f1_score: 0.790005 [30] training's binary_logloss: 0.273083 training's f1_score: 0.796491 valid_1's binary_logloss: 0.396944 valid_1's f1_score: 0.78389 Early stopping, best iteration is: [4] training's binary_logloss: 0.377777 training's f1_score: 0.738592 valid_1's binary_logloss: 0.421814 valid_1's f1_score: 0.798749 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.339273 training's f1_score: 0.78364 valid_1's binary_logloss: 0.347434 valid_1's f1_score: 0.658053 [20] training's binary_logloss: 0.302236 training's f1_score: 0.804587 valid_1's binary_logloss: 0.33569 valid_1's f1_score: 0.668376 [30] training's binary_logloss: 0.277504 training's f1_score: 0.819192 valid_1's binary_logloss: 0.331967 valid_1's f1_score: 0.66436 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264553 training's f1_score: 0.825382 valid_1's binary_logloss: 0.330506 valid_1's f1_score: 0.659111 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321888 training's f1_score: 0.793306 valid_1's binary_logloss: 0.408231 valid_1's f1_score: 0.619718
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.285672 training's f1_score: 0.810811 valid_1's binary_logloss: 0.403904 valid_1's f1_score: 0.628571 [30] training's binary_logloss: 0.26527 training's f1_score: 0.825313 valid_1's binary_logloss: 0.399844 valid_1's f1_score: 0.635976 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250887 training's f1_score: 0.834769 valid_1's binary_logloss: 0.399368 valid_1's f1_score: 0.632933 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329133 training's f1_score: 0.763153 valid_1's binary_logloss: 0.396541 valid_1's f1_score: 0.782011 [20] training's binary_logloss: 0.290215 training's f1_score: 0.789962 valid_1's binary_logloss: 0.389041 valid_1's f1_score: 0.789843 [30] training's binary_logloss: 0.262643 training's f1_score: 0.811463 valid_1's binary_logloss: 0.388887 valid_1's f1_score: 0.787419 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249041 training's f1_score: 0.826316 valid_1's binary_logloss: 0.388039 valid_1's f1_score: 0.780088 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340158 training's f1_score: 0.770777 valid_1's binary_logloss: 0.350128 valid_1's f1_score: 0.735031 [20] training's binary_logloss: 0.303255 training's f1_score: 0.793687 valid_1's binary_logloss: 0.339208 valid_1's f1_score: 0.743643
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.277362 training's f1_score: 0.812054 valid_1's binary_logloss: 0.336919 valid_1's f1_score: 0.748271 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263564 training's f1_score: 0.824006 valid_1's binary_logloss: 0.335032 valid_1's f1_score: 0.746372 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336055 training's f1_score: 0.747609 valid_1's binary_logloss: 0.382526 valid_1's f1_score: 0.800776
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300499 training's f1_score: 0.777662 valid_1's binary_logloss: 0.383971 valid_1's f1_score: 0.799022 [30] training's binary_logloss: 0.271354 training's f1_score: 0.794646 valid_1's binary_logloss: 0.38656 valid_1's f1_score: 0.794872 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257354 training's f1_score: 0.805291 valid_1's binary_logloss: 0.388662 valid_1's f1_score: 0.787339 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33732 training's f1_score: 0.785933 valid_1's binary_logloss: 0.346432 valid_1's f1_score: 0.65496 [20] training's binary_logloss: 0.299939 training's f1_score: 0.806382 valid_1's binary_logloss: 0.340532 valid_1's f1_score: 0.660312 [30] training's binary_logloss: 0.276245 training's f1_score: 0.824184 valid_1's binary_logloss: 0.341036 valid_1's f1_score: 0.664354 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262604 training's f1_score: 0.831631 valid_1's binary_logloss: 0.341445 valid_1's f1_score: 0.660245 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321168 training's f1_score: 0.793744 valid_1's binary_logloss: 0.408887 valid_1's f1_score: 0.621423
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.285339 training's f1_score: 0.811324 valid_1's binary_logloss: 0.402396 valid_1's f1_score: 0.644239 [30] training's binary_logloss: 0.259588 training's f1_score: 0.828562 valid_1's binary_logloss: 0.402553 valid_1's f1_score: 0.639863 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24585 training's f1_score: 0.840283 valid_1's binary_logloss: 0.402443 valid_1's f1_score: 0.638699 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328653 training's f1_score: 0.762908 valid_1's binary_logloss: 0.39658 valid_1's f1_score: 0.7808 [20] training's binary_logloss: 0.292076 training's f1_score: 0.782445 valid_1's binary_logloss: 0.38774 valid_1's f1_score: 0.785289 [30] training's binary_logloss: 0.265876 training's f1_score: 0.803111 valid_1's binary_logloss: 0.387005 valid_1's f1_score: 0.786761 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252561 training's f1_score: 0.816911 valid_1's binary_logloss: 0.387894 valid_1's f1_score: 0.78337 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337117 training's f1_score: 0.771415 valid_1's binary_logloss: 0.348385 valid_1's f1_score: 0.744475 [20] training's binary_logloss: 0.297438 training's f1_score: 0.801097 valid_1's binary_logloss: 0.338881 valid_1's f1_score: 0.749136
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.274802 training's f1_score: 0.817145 valid_1's binary_logloss: 0.335927 valid_1's f1_score: 0.75 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263048 training's f1_score: 0.825817 valid_1's binary_logloss: 0.337555 valid_1's f1_score: 0.754483 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333635 training's f1_score: 0.74893 valid_1's binary_logloss: 0.391248 valid_1's f1_score: 0.791829
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295917 training's f1_score: 0.773103 valid_1's binary_logloss: 0.395413 valid_1's f1_score: 0.786341 [30] training's binary_logloss: 0.270775 training's f1_score: 0.790706 valid_1's binary_logloss: 0.395223 valid_1's f1_score: 0.788982 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255944 training's f1_score: 0.804711 valid_1's binary_logloss: 0.394905 valid_1's f1_score: 0.792304 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.3372 training's f1_score: 0.787601 valid_1's binary_logloss: 0.34338 valid_1's f1_score: 0.671861 [20] training's binary_logloss: 0.299806 training's f1_score: 0.811234 valid_1's binary_logloss: 0.338583 valid_1's f1_score: 0.66724 [30] training's binary_logloss: 0.27386 training's f1_score: 0.823693 valid_1's binary_logloss: 0.335741 valid_1's f1_score: 0.656846 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260025 training's f1_score: 0.835816 valid_1's binary_logloss: 0.333368 valid_1's f1_score: 0.666084
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3179 training's f1_score: 0.798451 valid_1's binary_logloss: 0.404007 valid_1's f1_score: 0.628475 [20] training's binary_logloss: 0.282201 training's f1_score: 0.81702 valid_1's binary_logloss: 0.394608 valid_1's f1_score: 0.644996 [30] training's binary_logloss: 0.25854 training's f1_score: 0.835638 valid_1's binary_logloss: 0.396387 valid_1's f1_score: 0.637138 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246453 training's f1_score: 0.840082 valid_1's binary_logloss: 0.397011 valid_1's f1_score: 0.635274 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325602 training's f1_score: 0.768549 valid_1's binary_logloss: 0.392618 valid_1's f1_score: 0.782236
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.289755 training's f1_score: 0.790762 valid_1's binary_logloss: 0.389495 valid_1's f1_score: 0.78614 [30] training's binary_logloss: 0.266583 training's f1_score: 0.80732 valid_1's binary_logloss: 0.389245 valid_1's f1_score: 0.78916 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250742 training's f1_score: 0.821994 valid_1's binary_logloss: 0.388879 valid_1's f1_score: 0.78022 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335512 training's f1_score: 0.773564 valid_1's binary_logloss: 0.343575 valid_1's f1_score: 0.74329 [20] training's binary_logloss: 0.299406 training's f1_score: 0.796082 valid_1's binary_logloss: 0.338454 valid_1's f1_score: 0.747967 [30] training's binary_logloss: 0.278884 training's f1_score: 0.81252 valid_1's binary_logloss: 0.33467 valid_1's f1_score: 0.750518 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26258 training's f1_score: 0.821944 valid_1's binary_logloss: 0.333678 valid_1's f1_score: 0.755709 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332408 training's f1_score: 0.751241 valid_1's binary_logloss: 0.389308 valid_1's f1_score: 0.789778 [20] training's binary_logloss: 0.297666 training's f1_score: 0.771748 valid_1's binary_logloss: 0.390965 valid_1's f1_score: 0.786341
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.271878 training's f1_score: 0.795038 valid_1's binary_logloss: 0.393829 valid_1's f1_score: 0.787432 Early stopping, best iteration is: [5] training's binary_logloss: 0.359615 training's f1_score: 0.750266 valid_1's binary_logloss: 0.405078 valid_1's f1_score: 0.8 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335269 training's f1_score: 0.787464 valid_1's binary_logloss: 0.344312 valid_1's f1_score: 0.658076
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296774 training's f1_score: 0.806304 valid_1's binary_logloss: 0.337559 valid_1's f1_score: 0.661525 [30] training's binary_logloss: 0.272837 training's f1_score: 0.82226 valid_1's binary_logloss: 0.336558 valid_1's f1_score: 0.664342 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25983 training's f1_score: 0.829797 valid_1's binary_logloss: 0.33306 valid_1's f1_score: 0.657318 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.317682 training's f1_score: 0.798142 valid_1's binary_logloss: 0.408788 valid_1's f1_score: 0.634106 [20] training's binary_logloss: 0.284585 training's f1_score: 0.813422 valid_1's binary_logloss: 0.404321 valid_1's f1_score: 0.639262 [30] training's binary_logloss: 0.26117 training's f1_score: 0.834772 valid_1's binary_logloss: 0.398809 valid_1's f1_score: 0.631668 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247177 training's f1_score: 0.842238 valid_1's binary_logloss: 0.398871 valid_1's f1_score: 0.634975 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32631 training's f1_score: 0.767212 valid_1's binary_logloss: 0.391468 valid_1's f1_score: 0.77861
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.290736 training's f1_score: 0.789673 valid_1's binary_logloss: 0.390416 valid_1's f1_score: 0.780778 [30] training's binary_logloss: 0.267244 training's f1_score: 0.807292 valid_1's binary_logloss: 0.39231 valid_1's f1_score: 0.783696 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251861 training's f1_score: 0.821722 valid_1's binary_logloss: 0.392086 valid_1's f1_score: 0.780994 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33773 training's f1_score: 0.77259 valid_1's binary_logloss: 0.341909 valid_1's f1_score: 0.747766 [20] training's binary_logloss: 0.299309 training's f1_score: 0.797434 valid_1's binary_logloss: 0.334868 valid_1's f1_score: 0.755798 [30] training's binary_logloss: 0.273391 training's f1_score: 0.815679 valid_1's binary_logloss: 0.332877 valid_1's f1_score: 0.758098 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25962 training's f1_score: 0.825073 valid_1's binary_logloss: 0.330661 valid_1's f1_score: 0.756944 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332345 training's f1_score: 0.756377 valid_1's binary_logloss: 0.38735 valid_1's f1_score: 0.788025 [20] training's binary_logloss: 0.297704 training's f1_score: 0.778896 valid_1's binary_logloss: 0.391636 valid_1's f1_score: 0.791262
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.270551 training's f1_score: 0.795307 valid_1's binary_logloss: 0.39362 valid_1's f1_score: 0.793558 Early stopping, best iteration is: [5] training's binary_logloss: 0.360942 training's f1_score: 0.747901 valid_1's binary_logloss: 0.404411 valid_1's f1_score: 0.802 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334144 training's f1_score: 0.786348 valid_1's binary_logloss: 0.344845 valid_1's f1_score: 0.664921
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.298343 training's f1_score: 0.803793 valid_1's binary_logloss: 0.33869 valid_1's f1_score: 0.667805 [30] training's binary_logloss: 0.273525 training's f1_score: 0.823128 valid_1's binary_logloss: 0.332826 valid_1's f1_score: 0.665496 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258665 training's f1_score: 0.831963 valid_1's binary_logloss: 0.334458 valid_1's f1_score: 0.667252 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.317803 training's f1_score: 0.80056 valid_1's binary_logloss: 0.409818 valid_1's f1_score: 0.623638 [20] training's binary_logloss: 0.283428 training's f1_score: 0.815622 valid_1's binary_logloss: 0.406113 valid_1's f1_score: 0.635452 [30] training's binary_logloss: 0.261303 training's f1_score: 0.831822 valid_1's binary_logloss: 0.39822 valid_1's f1_score: 0.636824 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248099 training's f1_score: 0.840863 valid_1's binary_logloss: 0.398162 valid_1's f1_score: 0.635514
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323577 training's f1_score: 0.771912 valid_1's binary_logloss: 0.389985 valid_1's f1_score: 0.781116 [20] training's binary_logloss: 0.28961 training's f1_score: 0.785457 valid_1's binary_logloss: 0.38814 valid_1's f1_score: 0.781906 [30] training's binary_logloss: 0.264155 training's f1_score: 0.807292 valid_1's binary_logloss: 0.38765 valid_1's f1_score: 0.782372 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250822 training's f1_score: 0.817261 valid_1's binary_logloss: 0.387844 valid_1's f1_score: 0.784228 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333573 training's f1_score: 0.776444 valid_1's binary_logloss: 0.344996 valid_1's f1_score: 0.743094
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296906 training's f1_score: 0.800386 valid_1's binary_logloss: 0.338883 valid_1's f1_score: 0.748458 [30] training's binary_logloss: 0.273244 training's f1_score: 0.818668 valid_1's binary_logloss: 0.33602 valid_1's f1_score: 0.745879 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260966 training's f1_score: 0.824272 valid_1's binary_logloss: 0.337215 valid_1's f1_score: 0.739369 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330819 training's f1_score: 0.754031 valid_1's binary_logloss: 0.389162 valid_1's f1_score: 0.78823 [20] training's binary_logloss: 0.295987 training's f1_score: 0.774931 valid_1's binary_logloss: 0.392108 valid_1's f1_score: 0.788499 [30] training's binary_logloss: 0.270557 training's f1_score: 0.795248 valid_1's binary_logloss: 0.393241 valid_1's f1_score: 0.788386 Early stopping, best iteration is: [5] training's binary_logloss: 0.359743 training's f1_score: 0.7496 valid_1's binary_logloss: 0.406354 valid_1's f1_score: 0.797431
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334947 training's f1_score: 0.787897 valid_1's binary_logloss: 0.344336 valid_1's f1_score: 0.671268 [20] training's binary_logloss: 0.297409 training's f1_score: 0.804859 valid_1's binary_logloss: 0.335507 valid_1's f1_score: 0.667244 [30] training's binary_logloss: 0.273647 training's f1_score: 0.820886 valid_1's binary_logloss: 0.3315 valid_1's f1_score: 0.673611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260397 training's f1_score: 0.831342 valid_1's binary_logloss: 0.330876 valid_1's f1_score: 0.671353 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3158 training's f1_score: 0.800062 valid_1's binary_logloss: 0.416236 valid_1's f1_score: 0.616639
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282212 training's f1_score: 0.813795 valid_1's binary_logloss: 0.414432 valid_1's f1_score: 0.619397 [30] training's binary_logloss: 0.261088 training's f1_score: 0.827651 valid_1's binary_logloss: 0.408988 valid_1's f1_score: 0.623248 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246239 training's f1_score: 0.836386 valid_1's binary_logloss: 0.40213 valid_1's f1_score: 0.630616 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.322156 training's f1_score: 0.768239 valid_1's binary_logloss: 0.389179 valid_1's f1_score: 0.784418 [20] training's binary_logloss: 0.286334 training's f1_score: 0.789959 valid_1's binary_logloss: 0.387812 valid_1's f1_score: 0.782515 [30] training's binary_logloss: 0.257847 training's f1_score: 0.816014 valid_1's binary_logloss: 0.389678 valid_1's f1_score: 0.777471 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245124 training's f1_score: 0.824353 valid_1's binary_logloss: 0.391472 valid_1's f1_score: 0.773908 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333029 training's f1_score: 0.777214 valid_1's binary_logloss: 0.344169 valid_1's f1_score: 0.74352
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299049 training's f1_score: 0.798527 valid_1's binary_logloss: 0.336066 valid_1's f1_score: 0.75189 [30] training's binary_logloss: 0.2755 training's f1_score: 0.814062 valid_1's binary_logloss: 0.335238 valid_1's f1_score: 0.748796 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260616 training's f1_score: 0.826087 valid_1's binary_logloss: 0.3345 valid_1's f1_score: 0.745152 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330234 training's f1_score: 0.75672 valid_1's binary_logloss: 0.389454 valid_1's f1_score: 0.791888 [20] training's binary_logloss: 0.297887 training's f1_score: 0.77613 valid_1's binary_logloss: 0.390047 valid_1's f1_score: 0.784638 [30] training's binary_logloss: 0.273776 training's f1_score: 0.79424 valid_1's binary_logloss: 0.394771 valid_1's f1_score: 0.784102 Early stopping, best iteration is: [5] training's binary_logloss: 0.35991 training's f1_score: 0.747404 valid_1's binary_logloss: 0.403791 valid_1's f1_score: 0.79802
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33461 training's f1_score: 0.785441 valid_1's binary_logloss: 0.341382 valid_1's f1_score: 0.66552 [20] training's binary_logloss: 0.300035 training's f1_score: 0.804063 valid_1's binary_logloss: 0.331579 valid_1's f1_score: 0.666093 [30] training's binary_logloss: 0.275561 training's f1_score: 0.822581 valid_1's binary_logloss: 0.326872 valid_1's f1_score: 0.668403 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264837 training's f1_score: 0.830683 valid_1's binary_logloss: 0.328538 valid_1's f1_score: 0.671292 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.314614 training's f1_score: 0.800062 valid_1's binary_logloss: 0.408228 valid_1's f1_score: 0.619366
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.281701 training's f1_score: 0.812616 valid_1's binary_logloss: 0.404361 valid_1's f1_score: 0.63289 [30] training's binary_logloss: 0.257172 training's f1_score: 0.82846 valid_1's binary_logloss: 0.40331 valid_1's f1_score: 0.623116 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244121 training's f1_score: 0.837099 valid_1's binary_logloss: 0.401609 valid_1's f1_score: 0.632193 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32283 training's f1_score: 0.769152 valid_1's binary_logloss: 0.389307 valid_1's f1_score: 0.780983 [20] training's binary_logloss: 0.288654 training's f1_score: 0.78558 valid_1's binary_logloss: 0.384855 valid_1's f1_score: 0.780645 [30] training's binary_logloss: 0.26189 training's f1_score: 0.808562 valid_1's binary_logloss: 0.385317 valid_1's f1_score: 0.783415 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248996 training's f1_score: 0.818308 valid_1's binary_logloss: 0.38766 valid_1's f1_score: 0.787945 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33311 training's f1_score: 0.77984 valid_1's binary_logloss: 0.343868 valid_1's f1_score: 0.744536 [20] training's binary_logloss: 0.300679 training's f1_score: 0.797295 valid_1's binary_logloss: 0.337177 valid_1's f1_score: 0.752394
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.276899 training's f1_score: 0.815909 valid_1's binary_logloss: 0.336598 valid_1's f1_score: 0.75154 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.264182 training's f1_score: 0.825578 valid_1's binary_logloss: 0.336585 valid_1's f1_score: 0.754639 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330272 training's f1_score: 0.755042 valid_1's binary_logloss: 0.384937 valid_1's f1_score: 0.797487
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297275 training's f1_score: 0.776686 valid_1's binary_logloss: 0.385825 valid_1's f1_score: 0.798044 [30] training's binary_logloss: 0.270833 training's f1_score: 0.797559 valid_1's binary_logloss: 0.391152 valid_1's f1_score: 0.789242 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253635 training's f1_score: 0.807977 valid_1's binary_logloss: 0.394477 valid_1's f1_score: 0.787819 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332225 training's f1_score: 0.786599 valid_1's binary_logloss: 0.342785 valid_1's f1_score: 0.665502 [20] training's binary_logloss: 0.296152 training's f1_score: 0.807277 valid_1's binary_logloss: 0.334737 valid_1's f1_score: 0.66838 [30] training's binary_logloss: 0.272409 training's f1_score: 0.825857 valid_1's binary_logloss: 0.336811 valid_1's f1_score: 0.671861 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256303 training's f1_score: 0.838033 valid_1's binary_logloss: 0.333881 valid_1's f1_score: 0.671944 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.314967 training's f1_score: 0.801553 valid_1's binary_logloss: 0.412778 valid_1's f1_score: 0.629475 [20] training's binary_logloss: 0.281819 training's f1_score: 0.814377 valid_1's binary_logloss: 0.405833 valid_1's f1_score: 0.627713
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.256781 training's f1_score: 0.832627 valid_1's binary_logloss: 0.405452 valid_1's f1_score: 0.620573 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244242 training's f1_score: 0.841956 valid_1's binary_logloss: 0.40622 valid_1's f1_score: 0.628475 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321079 training's f1_score: 0.76794 valid_1's binary_logloss: 0.388829 valid_1's f1_score: 0.789586
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.289511 training's f1_score: 0.787358 valid_1's binary_logloss: 0.386311 valid_1's f1_score: 0.782983 [30] training's binary_logloss: 0.263107 training's f1_score: 0.810324 valid_1's binary_logloss: 0.386798 valid_1's f1_score: 0.77802 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248725 training's f1_score: 0.822443 valid_1's binary_logloss: 0.387289 valid_1's f1_score: 0.781233 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331432 training's f1_score: 0.779683 valid_1's binary_logloss: 0.345593 valid_1's f1_score: 0.743132 [20] training's binary_logloss: 0.29872 training's f1_score: 0.80058 valid_1's binary_logloss: 0.337195 valid_1's f1_score: 0.757576 [30] training's binary_logloss: 0.274188 training's f1_score: 0.817902 valid_1's binary_logloss: 0.330832 valid_1's f1_score: 0.751037 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258888 training's f1_score: 0.830825 valid_1's binary_logloss: 0.332479 valid_1's f1_score: 0.748441 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327482 training's f1_score: 0.759142 valid_1's binary_logloss: 0.381855 valid_1's f1_score: 0.796905 [20] training's binary_logloss: 0.296813 training's f1_score: 0.778758 valid_1's binary_logloss: 0.382476 valid_1's f1_score: 0.793916
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.265028 training's f1_score: 0.80063 valid_1's binary_logloss: 0.382699 valid_1's f1_score: 0.798611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248145 training's f1_score: 0.817493 valid_1's binary_logloss: 0.385577 valid_1's f1_score: 0.799205 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331827 training's f1_score: 0.78798 valid_1's binary_logloss: 0.347539 valid_1's f1_score: 0.651877
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296791 training's f1_score: 0.807757 valid_1's binary_logloss: 0.337899 valid_1's f1_score: 0.666103 [30] training's binary_logloss: 0.271767 training's f1_score: 0.825328 valid_1's binary_logloss: 0.335571 valid_1's f1_score: 0.66838 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25889 training's f1_score: 0.834517 valid_1's binary_logloss: 0.334572 valid_1's f1_score: 0.673043 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.314456 training's f1_score: 0.799258 valid_1's binary_logloss: 0.416144 valid_1's f1_score: 0.615385 [20] training's binary_logloss: 0.282541 training's f1_score: 0.816662 valid_1's binary_logloss: 0.407706 valid_1's f1_score: 0.630631 [30] training's binary_logloss: 0.259201 training's f1_score: 0.832105 valid_1's binary_logloss: 0.400302 valid_1's f1_score: 0.631927 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242003 training's f1_score: 0.843799 valid_1's binary_logloss: 0.401327 valid_1's f1_score: 0.632974 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.320563 training's f1_score: 0.770093 valid_1's binary_logloss: 0.391336 valid_1's f1_score: 0.782655
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.288973 training's f1_score: 0.788699 valid_1's binary_logloss: 0.389988 valid_1's f1_score: 0.781906 [30] training's binary_logloss: 0.260316 training's f1_score: 0.810755 valid_1's binary_logloss: 0.392143 valid_1's f1_score: 0.779235 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250209 training's f1_score: 0.820647 valid_1's binary_logloss: 0.392746 valid_1's f1_score: 0.777899 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331369 training's f1_score: 0.780721 valid_1's binary_logloss: 0.347848 valid_1's f1_score: 0.733559 [20] training's binary_logloss: 0.299771 training's f1_score: 0.795647 valid_1's binary_logloss: 0.338674 valid_1's f1_score: 0.745786 [30] training's binary_logloss: 0.277795 training's f1_score: 0.813045 valid_1's binary_logloss: 0.3355 valid_1's f1_score: 0.747613 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.262113 training's f1_score: 0.826623 valid_1's binary_logloss: 0.334486 valid_1's f1_score: 0.752218 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326388 training's f1_score: 0.75817 valid_1's binary_logloss: 0.386072 valid_1's f1_score: 0.790834
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296302 training's f1_score: 0.775022 valid_1's binary_logloss: 0.394077 valid_1's f1_score: 0.792766 [30] training's binary_logloss: 0.273676 training's f1_score: 0.79453 valid_1's binary_logloss: 0.392962 valid_1's f1_score: 0.789344 Early stopping, best iteration is: [3] training's binary_logloss: 0.388113 training's f1_score: 0.735317 valid_1's binary_logloss: 0.44242 valid_1's f1_score: 0.797468 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330906 training's f1_score: 0.788999 valid_1's binary_logloss: 0.344241 valid_1's f1_score: 0.664384 [20] training's binary_logloss: 0.298633 training's f1_score: 0.80768 valid_1's binary_logloss: 0.33672 valid_1's f1_score: 0.667811 [30] training's binary_logloss: 0.273112 training's f1_score: 0.822441 valid_1's binary_logloss: 0.332793 valid_1's f1_score: 0.66433 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258815 training's f1_score: 0.834056 valid_1's binary_logloss: 0.332333 valid_1's f1_score: 0.664323 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.314103 training's f1_score: 0.795583 valid_1's binary_logloss: 0.405498 valid_1's f1_score: 0.623673
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.284286 training's f1_score: 0.811979 valid_1's binary_logloss: 0.401867 valid_1's f1_score: 0.623656 [30] training's binary_logloss: 0.257997 training's f1_score: 0.826446 valid_1's binary_logloss: 0.406286 valid_1's f1_score: 0.62069 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243324 training's f1_score: 0.837107 valid_1's binary_logloss: 0.406044 valid_1's f1_score: 0.622754 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.321713 training's f1_score: 0.763078 valid_1's binary_logloss: 0.389681 valid_1's f1_score: 0.783024 [20] training's binary_logloss: 0.289266 training's f1_score: 0.784487 valid_1's binary_logloss: 0.387782 valid_1's f1_score: 0.783914 [30] training's binary_logloss: 0.257375 training's f1_score: 0.812901 valid_1's binary_logloss: 0.386956 valid_1's f1_score: 0.785363 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243943 training's f1_score: 0.823365 valid_1's binary_logloss: 0.388555 valid_1's f1_score: 0.778693 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332096 training's f1_score: 0.777972 valid_1's binary_logloss: 0.342435 valid_1's f1_score: 0.748971
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296008 training's f1_score: 0.800192 valid_1's binary_logloss: 0.339086 valid_1's f1_score: 0.746939 [30] training's binary_logloss: 0.274529 training's f1_score: 0.814994 valid_1's binary_logloss: 0.335055 valid_1's f1_score: 0.754301 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261808 training's f1_score: 0.824519 valid_1's binary_logloss: 0.335057 valid_1's f1_score: 0.753103 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327374 training's f1_score: 0.761741 valid_1's binary_logloss: 0.387048 valid_1's f1_score: 0.792636 [20] training's binary_logloss: 0.295746 training's f1_score: 0.775552 valid_1's binary_logloss: 0.3896 valid_1's f1_score: 0.788321 [30] training's binary_logloss: 0.269988 training's f1_score: 0.801614 valid_1's binary_logloss: 0.393749 valid_1's f1_score: 0.78512 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255723 training's f1_score: 0.809507 valid_1's binary_logloss: 0.394476 valid_1's f1_score: 0.790905 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33134 training's f1_score: 0.78787 valid_1's binary_logloss: 0.347315 valid_1's f1_score: 0.660929
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300661 training's f1_score: 0.805381 valid_1's binary_logloss: 0.338971 valid_1's f1_score: 0.672414 [30] training's binary_logloss: 0.27279 training's f1_score: 0.822205 valid_1's binary_logloss: 0.340295 valid_1's f1_score: 0.66955 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255751 training's f1_score: 0.836279 valid_1's binary_logloss: 0.337863 valid_1's f1_score: 0.671916
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313737 training's f1_score: 0.795081 valid_1's binary_logloss: 0.408756 valid_1's f1_score: 0.627483 [20] training's binary_logloss: 0.28458 training's f1_score: 0.811603 valid_1's binary_logloss: 0.403402 valid_1's f1_score: 0.629232 [30] training's binary_logloss: 0.257808 training's f1_score: 0.832654 valid_1's binary_logloss: 0.398422 valid_1's f1_score: 0.636213 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245643 training's f1_score: 0.843347 valid_1's binary_logloss: 0.399471 valid_1's f1_score: 0.630872 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.320808 training's f1_score: 0.77072 valid_1's binary_logloss: 0.390562 valid_1's f1_score: 0.782147
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.28863 training's f1_score: 0.786863 valid_1's binary_logloss: 0.38711 valid_1's f1_score: 0.780881 [30] training's binary_logloss: 0.263318 training's f1_score: 0.812348 valid_1's binary_logloss: 0.389293 valid_1's f1_score: 0.784165 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249515 training's f1_score: 0.825646 valid_1's binary_logloss: 0.390292 valid_1's f1_score: 0.782941 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330924 training's f1_score: 0.777849 valid_1's binary_logloss: 0.344124 valid_1's f1_score: 0.744186 [20] training's binary_logloss: 0.298885 training's f1_score: 0.796491 valid_1's binary_logloss: 0.342305 valid_1's f1_score: 0.750171 [30] training's binary_logloss: 0.270327 training's f1_score: 0.817107 valid_1's binary_logloss: 0.335416 valid_1's f1_score: 0.751206 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254467 training's f1_score: 0.831025 valid_1's binary_logloss: 0.336486 valid_1's f1_score: 0.748966 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.323281 training's f1_score: 0.764848 valid_1's binary_logloss: 0.380143 valid_1's f1_score: 0.800582 [20] training's binary_logloss: 0.294065 training's f1_score: 0.781689 valid_1's binary_logloss: 0.384172 valid_1's f1_score: 0.795878
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.261127 training's f1_score: 0.810193 valid_1's binary_logloss: 0.385855 valid_1's f1_score: 0.796451 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246699 training's f1_score: 0.81944 valid_1's binary_logloss: 0.386208 valid_1's f1_score: 0.795635
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330212 training's f1_score: 0.791292 valid_1's binary_logloss: 0.347938 valid_1's f1_score: 0.662681 [20] training's binary_logloss: 0.298919 training's f1_score: 0.806299 valid_1's binary_logloss: 0.341445 valid_1's f1_score: 0.670618 [30] training's binary_logloss: 0.267708 training's f1_score: 0.828183 valid_1's binary_logloss: 0.335658 valid_1's f1_score: 0.661458 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253645 training's f1_score: 0.839545 valid_1's binary_logloss: 0.336505 valid_1's f1_score: 0.664917 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313721 training's f1_score: 0.798036 valid_1's binary_logloss: 0.409618 valid_1's f1_score: 0.621753
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.28145 training's f1_score: 0.816572 valid_1's binary_logloss: 0.409911 valid_1's f1_score: 0.626526 [30] training's binary_logloss: 0.255942 training's f1_score: 0.8325 valid_1's binary_logloss: 0.400419 valid_1's f1_score: 0.635158 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242289 training's f1_score: 0.841069 valid_1's binary_logloss: 0.400883 valid_1's f1_score: 0.634631 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319913 training's f1_score: 0.773588 valid_1's binary_logloss: 0.391947 valid_1's f1_score: 0.78312 [20] training's binary_logloss: 0.285896 training's f1_score: 0.788843 valid_1's binary_logloss: 0.395092 valid_1's f1_score: 0.784483 [30] training's binary_logloss: 0.257908 training's f1_score: 0.815844 valid_1's binary_logloss: 0.395513 valid_1's f1_score: 0.777717 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242317 training's f1_score: 0.829448 valid_1's binary_logloss: 0.398542 valid_1's f1_score: 0.775691 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329353 training's f1_score: 0.77741 valid_1's binary_logloss: 0.344597 valid_1's f1_score: 0.739427 [20] training's binary_logloss: 0.29716 training's f1_score: 0.793071 valid_1's binary_logloss: 0.340844 valid_1's f1_score: 0.745946
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.269892 training's f1_score: 0.811576 valid_1's binary_logloss: 0.335645 valid_1's f1_score: 0.751199 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256862 training's f1_score: 0.827575 valid_1's binary_logloss: 0.334796 valid_1's f1_score: 0.753444
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325278 training's f1_score: 0.758181 valid_1's binary_logloss: 0.381242 valid_1's f1_score: 0.799224 [20] training's binary_logloss: 0.296588 training's f1_score: 0.775672 valid_1's binary_logloss: 0.387925 valid_1's f1_score: 0.784085 [30] training's binary_logloss: 0.262447 training's f1_score: 0.802597 valid_1's binary_logloss: 0.390333 valid_1's f1_score: 0.786869 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245478 training's f1_score: 0.819048 valid_1's binary_logloss: 0.392842 valid_1's f1_score: 0.786982 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329917 training's f1_score: 0.790705 valid_1's binary_logloss: 0.346123 valid_1's f1_score: 0.670669
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29513 training's f1_score: 0.811612 valid_1's binary_logloss: 0.338653 valid_1's f1_score: 0.671233 [30] training's binary_logloss: 0.272953 training's f1_score: 0.826638 valid_1's binary_logloss: 0.336551 valid_1's f1_score: 0.666667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258309 training's f1_score: 0.836782 valid_1's binary_logloss: 0.334381 valid_1's f1_score: 0.670157 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.312508 training's f1_score: 0.79914 valid_1's binary_logloss: 0.409437 valid_1's f1_score: 0.623779 [20] training's binary_logloss: 0.279294 training's f1_score: 0.816636 valid_1's binary_logloss: 0.412648 valid_1's f1_score: 0.624595 [30] training's binary_logloss: 0.254216 training's f1_score: 0.834842 valid_1's binary_logloss: 0.407849 valid_1's f1_score: 0.626546 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239682 training's f1_score: 0.845876 valid_1's binary_logloss: 0.407451 valid_1's f1_score: 0.616404 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.317872 training's f1_score: 0.770851 valid_1's binary_logloss: 0.386396 valid_1's f1_score: 0.779607
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282865 training's f1_score: 0.795139 valid_1's binary_logloss: 0.388241 valid_1's f1_score: 0.777241 [30] training's binary_logloss: 0.25575 training's f1_score: 0.816687 valid_1's binary_logloss: 0.389571 valid_1's f1_score: 0.773246 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240531 training's f1_score: 0.831732 valid_1's binary_logloss: 0.390487 valid_1's f1_score: 0.771005 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330101 training's f1_score: 0.774684 valid_1's binary_logloss: 0.350813 valid_1's f1_score: 0.733062 [20] training's binary_logloss: 0.296772 training's f1_score: 0.793399 valid_1's binary_logloss: 0.340209 valid_1's f1_score: 0.748809 [30] training's binary_logloss: 0.271936 training's f1_score: 0.816208 valid_1's binary_logloss: 0.337465 valid_1's f1_score: 0.748971 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258177 training's f1_score: 0.830629 valid_1's binary_logloss: 0.337481 valid_1's f1_score: 0.749658 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324074 training's f1_score: 0.762752 valid_1's binary_logloss: 0.385625 valid_1's f1_score: 0.790063
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29343 training's f1_score: 0.778605 valid_1's binary_logloss: 0.389259 valid_1's f1_score: 0.787524 [30] training's binary_logloss: 0.26232 training's f1_score: 0.805834 valid_1's binary_logloss: 0.390968 valid_1's f1_score: 0.78758 Early stopping, best iteration is: [3] training's binary_logloss: 0.384793 training's f1_score: 0.74786 valid_1's binary_logloss: 0.440847 valid_1's f1_score: 0.791845 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330236 training's f1_score: 0.78908 valid_1's binary_logloss: 0.339833 valid_1's f1_score: 0.670094 [20] training's binary_logloss: 0.297127 training's f1_score: 0.805722 valid_1's binary_logloss: 0.334093 valid_1's f1_score: 0.665517 [30] training's binary_logloss: 0.267965 training's f1_score: 0.828314 valid_1's binary_logloss: 0.333255 valid_1's f1_score: 0.664317 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255062 training's f1_score: 0.83881 valid_1's binary_logloss: 0.334236 valid_1's f1_score: 0.667841 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.311511 training's f1_score: 0.796997 valid_1's binary_logloss: 0.411254 valid_1's f1_score: 0.621078
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.281308 training's f1_score: 0.814552 valid_1's binary_logloss: 0.405466 valid_1's f1_score: 0.624796 [30] training's binary_logloss: 0.255987 training's f1_score: 0.834009 valid_1's binary_logloss: 0.404234 valid_1's f1_score: 0.62603 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240363 training's f1_score: 0.846408 valid_1's binary_logloss: 0.404994 valid_1's f1_score: 0.622296 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.31828 training's f1_score: 0.767091 valid_1's binary_logloss: 0.38688 valid_1's f1_score: 0.784085 [20] training's binary_logloss: 0.281998 training's f1_score: 0.793062 valid_1's binary_logloss: 0.386549 valid_1's f1_score: 0.786444 [30] training's binary_logloss: 0.258276 training's f1_score: 0.809869 valid_1's binary_logloss: 0.384535 valid_1's f1_score: 0.782891 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239436 training's f1_score: 0.826709 valid_1's binary_logloss: 0.384879 valid_1's f1_score: 0.782656 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329372 training's f1_score: 0.777548 valid_1's binary_logloss: 0.346477 valid_1's f1_score: 0.745071
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294706 training's f1_score: 0.801283 valid_1's binary_logloss: 0.341812 valid_1's f1_score: 0.746064 [30] training's binary_logloss: 0.268448 training's f1_score: 0.819156 valid_1's binary_logloss: 0.339634 valid_1's f1_score: 0.747599 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256858 training's f1_score: 0.826293 valid_1's binary_logloss: 0.339586 valid_1's f1_score: 0.744475 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.323813 training's f1_score: 0.758325 valid_1's binary_logloss: 0.385373 valid_1's f1_score: 0.796512 [20] training's binary_logloss: 0.29558 training's f1_score: 0.77506 valid_1's binary_logloss: 0.388645 valid_1's f1_score: 0.788856 [30] training's binary_logloss: 0.270657 training's f1_score: 0.796861 valid_1's binary_logloss: 0.394136 valid_1's f1_score: 0.785433 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256852 training's f1_score: 0.80751 valid_1's binary_logloss: 0.397431 valid_1's f1_score: 0.784372 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32817 training's f1_score: 0.790479 valid_1's binary_logloss: 0.34326 valid_1's f1_score: 0.663808
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.291279 training's f1_score: 0.810662 valid_1's binary_logloss: 0.33272 valid_1's f1_score: 0.668376 [30] training's binary_logloss: 0.267906 training's f1_score: 0.828055 valid_1's binary_logloss: 0.33567 valid_1's f1_score: 0.66263 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253062 training's f1_score: 0.838439 valid_1's binary_logloss: 0.33461 valid_1's f1_score: 0.664348 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.313396 training's f1_score: 0.796395 valid_1's binary_logloss: 0.415222 valid_1's f1_score: 0.616867 [20] training's binary_logloss: 0.280752 training's f1_score: 0.819009 valid_1's binary_logloss: 0.411121 valid_1's f1_score: 0.623165 [30] training's binary_logloss: 0.253961 training's f1_score: 0.836148 valid_1's binary_logloss: 0.407705 valid_1's f1_score: 0.627907 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239553 training's f1_score: 0.845017 valid_1's binary_logloss: 0.404743 valid_1's f1_score: 0.633613 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.317576 training's f1_score: 0.770201 valid_1's binary_logloss: 0.390173 valid_1's f1_score: 0.779553 [20] training's binary_logloss: 0.282078 training's f1_score: 0.790115 valid_1's binary_logloss: 0.390007 valid_1's f1_score: 0.777063
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.252977 training's f1_score: 0.816248 valid_1's binary_logloss: 0.390078 valid_1's f1_score: 0.782135 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.237265 training's f1_score: 0.829918 valid_1's binary_logloss: 0.392312 valid_1's f1_score: 0.779063 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328628 training's f1_score: 0.779044 valid_1's binary_logloss: 0.348128 valid_1's f1_score: 0.739892
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295215 training's f1_score: 0.800192 valid_1's binary_logloss: 0.343286 valid_1's f1_score: 0.743935 [30] training's binary_logloss: 0.265028 training's f1_score: 0.824254 valid_1's binary_logloss: 0.336152 valid_1's f1_score: 0.748281 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254548 training's f1_score: 0.83355 valid_1's binary_logloss: 0.336071 valid_1's f1_score: 0.74674 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.323895 training's f1_score: 0.761528 valid_1's binary_logloss: 0.386169 valid_1's f1_score: 0.792233 [20] training's binary_logloss: 0.293445 training's f1_score: 0.778589 valid_1's binary_logloss: 0.390584 valid_1's f1_score: 0.79122 [30] training's binary_logloss: 0.264053 training's f1_score: 0.802902 valid_1's binary_logloss: 0.394111 valid_1's f1_score: 0.787939 Early stopping, best iteration is: [4] training's binary_logloss: 0.366056 training's f1_score: 0.750411 valid_1's binary_logloss: 0.416189 valid_1's f1_score: 0.798572 Best bagging_fraction 0.7777777777777778, feature_fraction 1.0 with score 0.7212189035779718
l1_lambdas, l2_lambdas = grid_params[("lambda_l1", "lambda_l2")]
score = []
for l1_lambda in l1_lambdas:
for l2_lambda in l2_lambdas:
pp = params.copy()
pp.update(fixed_params)
pp["lambda_l1"] = l1_lambda
pp["lambda_l2"] = l2_lambda
score.append((l1_lambda, l2_lambda, validate(pp, X_train, y_train, groups_train)))
best_l1_lambda, best_l2_lambda, best_score = max(score, key=lambda x: x[2])
params['lambda_l1'] = best_l1_lambda
params['lambda_l2'] = best_l2_lambda
print(f"Best lambda_l1 {params['lambda_l1']}, lambda_l2 {params['lambda_l2']} with score {best_score}")
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62 [20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32946 training's f1_score: 0.788173 valid_1's binary_logloss: 0.343871 valid_1's f1_score: 0.658185 [20] training's binary_logloss: 0.294285 training's f1_score: 0.804822 valid_1's binary_logloss: 0.330651 valid_1's f1_score: 0.672929 [30] training's binary_logloss: 0.265683 training's f1_score: 0.827821 valid_1's binary_logloss: 0.329191 valid_1's f1_score: 0.670112 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256359 training's f1_score: 0.834626 valid_1's binary_logloss: 0.326701 valid_1's f1_score: 0.673593 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313009 training's f1_score: 0.800311 valid_1's binary_logloss: 0.418556 valid_1's f1_score: 0.597234
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.278891 training's f1_score: 0.815519 valid_1's binary_logloss: 0.41158 valid_1's f1_score: 0.611804 [30] training's binary_logloss: 0.25245 training's f1_score: 0.83567 valid_1's binary_logloss: 0.410603 valid_1's f1_score: 0.633779 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238459 training's f1_score: 0.846531 valid_1's binary_logloss: 0.408659 valid_1's f1_score: 0.62775 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318917 training's f1_score: 0.766576 valid_1's binary_logloss: 0.389635 valid_1's f1_score: 0.783582 [20] training's binary_logloss: 0.283898 training's f1_score: 0.788363 valid_1's binary_logloss: 0.387955 valid_1's f1_score: 0.780778 [30] training's binary_logloss: 0.252016 training's f1_score: 0.815212 valid_1's binary_logloss: 0.399881 valid_1's f1_score: 0.770582 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238027 training's f1_score: 0.827946 valid_1's binary_logloss: 0.401197 valid_1's f1_score: 0.767365 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327256 training's f1_score: 0.779731 valid_1's binary_logloss: 0.349849 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.2919 training's f1_score: 0.803411 valid_1's binary_logloss: 0.346643 valid_1's f1_score: 0.74145
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.265481 training's f1_score: 0.826398 valid_1's binary_logloss: 0.345304 valid_1's f1_score: 0.747055 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251462 training's f1_score: 0.835889 valid_1's binary_logloss: 0.344162 valid_1's f1_score: 0.748782 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324108 training's f1_score: 0.754736 valid_1's binary_logloss: 0.384875 valid_1's f1_score: 0.791567
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293416 training's f1_score: 0.776119 valid_1's binary_logloss: 0.388134 valid_1's f1_score: 0.792819 [30] training's binary_logloss: 0.262566 training's f1_score: 0.80035 valid_1's binary_logloss: 0.388907 valid_1's f1_score: 0.790994 Early stopping, best iteration is: [4] training's binary_logloss: 0.364529 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410913 valid_1's f1_score: 0.799195 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329561 training's f1_score: 0.787989 valid_1's binary_logloss: 0.344012 valid_1's f1_score: 0.658185 [20] training's binary_logloss: 0.295941 training's f1_score: 0.81316 valid_1's binary_logloss: 0.33353 valid_1's f1_score: 0.66838 [30] training's binary_logloss: 0.272107 training's f1_score: 0.82411 valid_1's binary_logloss: 0.329054 valid_1's f1_score: 0.658009 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257448 training's f1_score: 0.831342 valid_1's binary_logloss: 0.330004 valid_1's f1_score: 0.672551 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313092 training's f1_score: 0.800311 valid_1's binary_logloss: 0.418509 valid_1's f1_score: 0.597234
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282079 training's f1_score: 0.817942 valid_1's binary_logloss: 0.409413 valid_1's f1_score: 0.619601 [30] training's binary_logloss: 0.250168 training's f1_score: 0.835511 valid_1's binary_logloss: 0.406623 valid_1's f1_score: 0.617075 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.235162 training's f1_score: 0.84691 valid_1's binary_logloss: 0.407705 valid_1's f1_score: 0.620926 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318964 training's f1_score: 0.766655 valid_1's binary_logloss: 0.38945 valid_1's f1_score: 0.784418 [20] training's binary_logloss: 0.285381 training's f1_score: 0.786896 valid_1's binary_logloss: 0.391613 valid_1's f1_score: 0.776699 [30] training's binary_logloss: 0.255657 training's f1_score: 0.813641 valid_1's binary_logloss: 0.392547 valid_1's f1_score: 0.77377 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241132 training's f1_score: 0.826268 valid_1's binary_logloss: 0.39361 valid_1's f1_score: 0.773875 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327346 training's f1_score: 0.778716 valid_1's binary_logloss: 0.350372 valid_1's f1_score: 0.738923 [20] training's binary_logloss: 0.293159 training's f1_score: 0.800451 valid_1's binary_logloss: 0.345149 valid_1's f1_score: 0.742975
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.264087 training's f1_score: 0.826094 valid_1's binary_logloss: 0.343491 valid_1's f1_score: 0.754848 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252073 training's f1_score: 0.834177 valid_1's binary_logloss: 0.343801 valid_1's f1_score: 0.757282 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32595 training's f1_score: 0.757819 valid_1's binary_logloss: 0.385558 valid_1's f1_score: 0.794613
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295762 training's f1_score: 0.774316 valid_1's binary_logloss: 0.389993 valid_1's f1_score: 0.790039 [30] training's binary_logloss: 0.266822 training's f1_score: 0.79553 valid_1's binary_logloss: 0.392864 valid_1's f1_score: 0.790196 Early stopping, best iteration is: [4] training's binary_logloss: 0.365683 training's f1_score: 0.75027 valid_1's binary_logloss: 0.412701 valid_1's f1_score: 0.801611 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330279 training's f1_score: 0.785682 valid_1's binary_logloss: 0.341504 valid_1's f1_score: 0.65765 [20] training's binary_logloss: 0.299058 training's f1_score: 0.805911 valid_1's binary_logloss: 0.332519 valid_1's f1_score: 0.664418 [30] training's binary_logloss: 0.269821 training's f1_score: 0.828202 valid_1's binary_logloss: 0.326369 valid_1's f1_score: 0.670679 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25648 training's f1_score: 0.837859 valid_1's binary_logloss: 0.329225 valid_1's f1_score: 0.664926 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.313089 training's f1_score: 0.8 valid_1's binary_logloss: 0.419002 valid_1's f1_score: 0.599837 [20] training's binary_logloss: 0.282736 training's f1_score: 0.813596 valid_1's binary_logloss: 0.407624 valid_1's f1_score: 0.62396
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.252755 training's f1_score: 0.833542 valid_1's binary_logloss: 0.407342 valid_1's f1_score: 0.625521 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.236864 training's f1_score: 0.848973 valid_1's binary_logloss: 0.404558 valid_1's f1_score: 0.636824 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319438 training's f1_score: 0.768079 valid_1's binary_logloss: 0.387984 valid_1's f1_score: 0.784 [20] training's binary_logloss: 0.284398 training's f1_score: 0.787183 valid_1's binary_logloss: 0.386268 valid_1's f1_score: 0.781709 [30] training's binary_logloss: 0.253105 training's f1_score: 0.815034 valid_1's binary_logloss: 0.390066 valid_1's f1_score: 0.782988 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.237622 training's f1_score: 0.831351 valid_1's binary_logloss: 0.393634 valid_1's f1_score: 0.784658 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329429 training's f1_score: 0.778575 valid_1's binary_logloss: 0.345338 valid_1's f1_score: 0.734833
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29311 training's f1_score: 0.797625 valid_1's binary_logloss: 0.337164 valid_1's f1_score: 0.745367 [30] training's binary_logloss: 0.264355 training's f1_score: 0.8214 valid_1's binary_logloss: 0.336352 valid_1's f1_score: 0.736111 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250411 training's f1_score: 0.833766 valid_1's binary_logloss: 0.335204 valid_1's f1_score: 0.736842 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326354 training's f1_score: 0.757913 valid_1's binary_logloss: 0.383369 valid_1's f1_score: 0.797499 [20] training's binary_logloss: 0.296401 training's f1_score: 0.776894 valid_1's binary_logloss: 0.388323 valid_1's f1_score: 0.792379 [30] training's binary_logloss: 0.265733 training's f1_score: 0.797973 valid_1's binary_logloss: 0.388622 valid_1's f1_score: 0.793291 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247866 training's f1_score: 0.816384 valid_1's binary_logloss: 0.389044 valid_1's f1_score: 0.79264 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333503 training's f1_score: 0.783409 valid_1's binary_logloss: 0.344173 valid_1's f1_score: 0.66388 [20] training's binary_logloss: 0.30067 training's f1_score: 0.804143 valid_1's binary_logloss: 0.336988 valid_1's f1_score: 0.655405
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.273424 training's f1_score: 0.824345 valid_1's binary_logloss: 0.3297 valid_1's f1_score: 0.660393 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260207 training's f1_score: 0.831533 valid_1's binary_logloss: 0.328149 valid_1's f1_score: 0.66323 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31419 training's f1_score: 0.801613 valid_1's binary_logloss: 0.408839 valid_1's f1_score: 0.615512
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282502 training's f1_score: 0.816822 valid_1's binary_logloss: 0.414341 valid_1's f1_score: 0.620347 [30] training's binary_logloss: 0.255822 training's f1_score: 0.837071 valid_1's binary_logloss: 0.41565 valid_1's f1_score: 0.622074 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243304 training's f1_score: 0.847122 valid_1's binary_logloss: 0.411796 valid_1's f1_score: 0.617201 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319892 training's f1_score: 0.76678 valid_1's binary_logloss: 0.391298 valid_1's f1_score: 0.783957 [20] training's binary_logloss: 0.285375 training's f1_score: 0.780538 valid_1's binary_logloss: 0.388584 valid_1's f1_score: 0.777778 [30] training's binary_logloss: 0.25692 training's f1_score: 0.806263 valid_1's binary_logloss: 0.387743 valid_1's f1_score: 0.778509 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242476 training's f1_score: 0.820211 valid_1's binary_logloss: 0.38981 valid_1's f1_score: 0.781026 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329712 training's f1_score: 0.779316 valid_1's binary_logloss: 0.345064 valid_1's f1_score: 0.745392 [20] training's binary_logloss: 0.297542 training's f1_score: 0.799038 valid_1's binary_logloss: 0.339057 valid_1's f1_score: 0.742622
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.270888 training's f1_score: 0.817194 valid_1's binary_logloss: 0.335424 valid_1's f1_score: 0.747253 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257332 training's f1_score: 0.829721 valid_1's binary_logloss: 0.337778 valid_1's f1_score: 0.742424 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326362 training's f1_score: 0.756489 valid_1's binary_logloss: 0.379224 valid_1's f1_score: 0.79731 [20] training's binary_logloss: 0.294537 training's f1_score: 0.77286 valid_1's binary_logloss: 0.387406 valid_1's f1_score: 0.800781 [30] training's binary_logloss: 0.262803 training's f1_score: 0.798455 valid_1's binary_logloss: 0.385508 valid_1's f1_score: 0.795299 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248766 training's f1_score: 0.812091 valid_1's binary_logloss: 0.38459 valid_1's f1_score: 0.791523 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335957 training's f1_score: 0.784995 valid_1's binary_logloss: 0.342902 valid_1's f1_score: 0.669513 [20] training's binary_logloss: 0.308156 training's f1_score: 0.799878 valid_1's binary_logloss: 0.337028 valid_1's f1_score: 0.679117
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.280965 training's f1_score: 0.816345 valid_1's binary_logloss: 0.330907 valid_1's f1_score: 0.670121 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266586 training's f1_score: 0.827084 valid_1's binary_logloss: 0.330116 valid_1's f1_score: 0.671835 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319725 training's f1_score: 0.793759 valid_1's binary_logloss: 0.410527 valid_1's f1_score: 0.606796
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293493 training's f1_score: 0.806497 valid_1's binary_logloss: 0.403551 valid_1's f1_score: 0.633416 [30] training's binary_logloss: 0.266914 training's f1_score: 0.826325 valid_1's binary_logloss: 0.406728 valid_1's f1_score: 0.631313 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253839 training's f1_score: 0.839502 valid_1's binary_logloss: 0.403046 valid_1's f1_score: 0.628183 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.324208 training's f1_score: 0.76213 valid_1's binary_logloss: 0.388969 valid_1's f1_score: 0.787268 [20] training's binary_logloss: 0.29344 training's f1_score: 0.780329 valid_1's binary_logloss: 0.386503 valid_1's f1_score: 0.787131 [30] training's binary_logloss: 0.268759 training's f1_score: 0.803716 valid_1's binary_logloss: 0.387823 valid_1's f1_score: 0.784783 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254803 training's f1_score: 0.816036 valid_1's binary_logloss: 0.390228 valid_1's f1_score: 0.781709 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335059 training's f1_score: 0.772648 valid_1's binary_logloss: 0.343769 valid_1's f1_score: 0.736914 [20] training's binary_logloss: 0.305672 training's f1_score: 0.790809 valid_1's binary_logloss: 0.337446 valid_1's f1_score: 0.749491
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.277881 training's f1_score: 0.811935 valid_1's binary_logloss: 0.331807 valid_1's f1_score: 0.756683 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263848 training's f1_score: 0.821278 valid_1's binary_logloss: 0.333289 valid_1's f1_score: 0.756534 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333307 training's f1_score: 0.751746 valid_1's binary_logloss: 0.384994 valid_1's f1_score: 0.790966
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.305415 training's f1_score: 0.768118 valid_1's binary_logloss: 0.389623 valid_1's f1_score: 0.790315 [30] training's binary_logloss: 0.276359 training's f1_score: 0.787689 valid_1's binary_logloss: 0.38467 valid_1's f1_score: 0.788443 Early stopping, best iteration is: [4] training's binary_logloss: 0.370223 training's f1_score: 0.746306 valid_1's binary_logloss: 0.413081 valid_1's f1_score: 0.801 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.340912 training's f1_score: 0.780889 valid_1's binary_logloss: 0.344729 valid_1's f1_score: 0.669513 [20] training's binary_logloss: 0.312522 training's f1_score: 0.80171 valid_1's binary_logloss: 0.336548 valid_1's f1_score: 0.679694 [30] training's binary_logloss: 0.287569 training's f1_score: 0.815065 valid_1's binary_logloss: 0.32851 valid_1's f1_score: 0.676445 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.277154 training's f1_score: 0.823602 valid_1's binary_logloss: 0.32599 valid_1's f1_score: 0.681739 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321989 training's f1_score: 0.795546 valid_1's binary_logloss: 0.412948 valid_1's f1_score: 0.61194 [20] training's binary_logloss: 0.296442 training's f1_score: 0.802534 valid_1's binary_logloss: 0.40539 valid_1's f1_score: 0.62396
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.271611 training's f1_score: 0.822998 valid_1's binary_logloss: 0.404047 valid_1's f1_score: 0.62679 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260271 training's f1_score: 0.829574 valid_1's binary_logloss: 0.399036 valid_1's f1_score: 0.627219 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330999 training's f1_score: 0.760649 valid_1's binary_logloss: 0.390695 valid_1's f1_score: 0.789979
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.305653 training's f1_score: 0.775448 valid_1's binary_logloss: 0.387492 valid_1's f1_score: 0.790997 [30] training's binary_logloss: 0.27918 training's f1_score: 0.796846 valid_1's binary_logloss: 0.390036 valid_1's f1_score: 0.784017 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267228 training's f1_score: 0.807018 valid_1's binary_logloss: 0.394509 valid_1's f1_score: 0.774932 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.338885 training's f1_score: 0.771532 valid_1's binary_logloss: 0.343513 valid_1's f1_score: 0.74165 [20] training's binary_logloss: 0.311483 training's f1_score: 0.789029 valid_1's binary_logloss: 0.34 valid_1's f1_score: 0.744695 [30] training's binary_logloss: 0.2876 training's f1_score: 0.809386 valid_1's binary_logloss: 0.336079 valid_1's f1_score: 0.744505 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.275144 training's f1_score: 0.819109 valid_1's binary_logloss: 0.33636 valid_1's f1_score: 0.749482 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33585 training's f1_score: 0.748006 valid_1's binary_logloss: 0.388066 valid_1's f1_score: 0.794995 [20] training's binary_logloss: 0.311282 training's f1_score: 0.763555 valid_1's binary_logloss: 0.388486 valid_1's f1_score: 0.792416
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.285529 training's f1_score: 0.78151 valid_1's binary_logloss: 0.389358 valid_1's f1_score: 0.791423 Early stopping, best iteration is: [5] training's binary_logloss: 0.364505 training's f1_score: 0.743755 valid_1's binary_logloss: 0.405291 valid_1's f1_score: 0.801184 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.356115 training's f1_score: 0.774499 valid_1's binary_logloss: 0.35334 valid_1's f1_score: 0.668936
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.332881 training's f1_score: 0.78676 valid_1's binary_logloss: 0.338922 valid_1's f1_score: 0.678571 [30] training's binary_logloss: 0.315742 training's f1_score: 0.796444 valid_1's binary_logloss: 0.328808 valid_1's f1_score: 0.683219 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.305542 training's f1_score: 0.802141 valid_1's binary_logloss: 0.32464 valid_1's f1_score: 0.69025 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.337944 training's f1_score: 0.783733 valid_1's binary_logloss: 0.421868 valid_1's f1_score: 0.600993 [20] training's binary_logloss: 0.316126 training's f1_score: 0.796791 valid_1's binary_logloss: 0.411423 valid_1's f1_score: 0.619323 [30] training's binary_logloss: 0.297403 training's f1_score: 0.807812 valid_1's binary_logloss: 0.407477 valid_1's f1_score: 0.621779 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.28678 training's f1_score: 0.814792 valid_1's binary_logloss: 0.404078 valid_1's f1_score: 0.621735 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3467 training's f1_score: 0.74743 valid_1's binary_logloss: 0.397511 valid_1's f1_score: 0.773715 [20] training's binary_logloss: 0.323032 training's f1_score: 0.761358 valid_1's binary_logloss: 0.391768 valid_1's f1_score: 0.785296
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.303807 training's f1_score: 0.775739 valid_1's binary_logloss: 0.388835 valid_1's f1_score: 0.788431 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.292094 training's f1_score: 0.785531 valid_1's binary_logloss: 0.389467 valid_1's f1_score: 0.790723 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.35386 training's f1_score: 0.765855 valid_1's binary_logloss: 0.347834 valid_1's f1_score: 0.743094
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.332016 training's f1_score: 0.772583 valid_1's binary_logloss: 0.341641 valid_1's f1_score: 0.748123 [30] training's binary_logloss: 0.311307 training's f1_score: 0.787947 valid_1's binary_logloss: 0.337434 valid_1's f1_score: 0.749488 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.301553 training's f1_score: 0.795685 valid_1's binary_logloss: 0.338392 valid_1's f1_score: 0.752394 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.351427 training's f1_score: 0.744099 valid_1's binary_logloss: 0.388097 valid_1's f1_score: 0.796883 [20] training's binary_logloss: 0.329741 training's f1_score: 0.757596 valid_1's binary_logloss: 0.385761 valid_1's f1_score: 0.794132 [30] training's binary_logloss: 0.311172 training's f1_score: 0.768806 valid_1's binary_logloss: 0.382796 valid_1's f1_score: 0.79334 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.300101 training's f1_score: 0.778454 valid_1's binary_logloss: 0.38184 valid_1's f1_score: 0.794897 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.36621 training's f1_score: 0.770327 valid_1's binary_logloss: 0.364208 valid_1's f1_score: 0.659208 [20] training's binary_logloss: 0.344128 training's f1_score: 0.780109 valid_1's binary_logloss: 0.348384 valid_1's f1_score: 0.661642
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.32687 training's f1_score: 0.791686 valid_1's binary_logloss: 0.336691 valid_1's f1_score: 0.669484 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.318628 training's f1_score: 0.796206 valid_1's binary_logloss: 0.333983 valid_1's f1_score: 0.671743 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.34769 training's f1_score: 0.784264 valid_1's binary_logloss: 0.424245 valid_1's f1_score: 0.608622
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.32446 training's f1_score: 0.793125 valid_1's binary_logloss: 0.41923 valid_1's f1_score: 0.621667 [30] training's binary_logloss: 0.308429 training's f1_score: 0.805223 valid_1's binary_logloss: 0.410599 valid_1's f1_score: 0.629289 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.301205 training's f1_score: 0.809398 valid_1's binary_logloss: 0.408379 valid_1's f1_score: 0.626991 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.354911 training's f1_score: 0.745757 valid_1's binary_logloss: 0.399504 valid_1's f1_score: 0.77879 [20] training's binary_logloss: 0.330921 training's f1_score: 0.756528 valid_1's binary_logloss: 0.388526 valid_1's f1_score: 0.782609 [30] training's binary_logloss: 0.315885 training's f1_score: 0.76999 valid_1's binary_logloss: 0.385143 valid_1's f1_score: 0.784837 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.307732 training's f1_score: 0.77448 valid_1's binary_logloss: 0.386142 valid_1's f1_score: 0.786674 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.363808 training's f1_score: 0.755641 valid_1's binary_logloss: 0.354986 valid_1's f1_score: 0.743412 [20] training's binary_logloss: 0.340571 training's f1_score: 0.767272 valid_1's binary_logloss: 0.345343 valid_1's f1_score: 0.749311
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.323694 training's f1_score: 0.775412 valid_1's binary_logloss: 0.341398 valid_1's f1_score: 0.7519 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.316448 training's f1_score: 0.785406 valid_1's binary_logloss: 0.343029 valid_1's f1_score: 0.749311 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.357948 training's f1_score: 0.735506 valid_1's binary_logloss: 0.392794 valid_1's f1_score: 0.794347
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.340589 training's f1_score: 0.747447 valid_1's binary_logloss: 0.386975 valid_1's f1_score: 0.791283 [30] training's binary_logloss: 0.321823 training's f1_score: 0.759655 valid_1's binary_logloss: 0.381455 valid_1's f1_score: 0.790063 Early stopping, best iteration is: [5] training's binary_logloss: 0.389339 training's f1_score: 0.720737 valid_1's binary_logloss: 0.425736 valid_1's f1_score: 0.800405 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.371648 training's f1_score: 0.766393 valid_1's binary_logloss: 0.365917 valid_1's f1_score: 0.659227 [20] training's binary_logloss: 0.348094 training's f1_score: 0.777896 valid_1's binary_logloss: 0.350797 valid_1's f1_score: 0.680101 [30] training's binary_logloss: 0.333293 training's f1_score: 0.787101 valid_1's binary_logloss: 0.337982 valid_1's f1_score: 0.686007 Did not meet early stopping. Best iteration is: [35] training's binary_logloss: 0.326641 training's f1_score: 0.79012 valid_1's binary_logloss: 0.333316 valid_1's f1_score: 0.684391 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.353332 training's f1_score: 0.773078 valid_1's binary_logloss: 0.421405 valid_1's f1_score: 0.607509 [20] training's binary_logloss: 0.329306 training's f1_score: 0.792165 valid_1's binary_logloss: 0.410317 valid_1's f1_score: 0.623529
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.314975 training's f1_score: 0.79969 valid_1's binary_logloss: 0.407515 valid_1's f1_score: 0.626891 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.30901 training's f1_score: 0.802235 valid_1's binary_logloss: 0.404277 valid_1's f1_score: 0.626891 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.364238 training's f1_score: 0.740766 valid_1's binary_logloss: 0.40364 valid_1's f1_score: 0.778733
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.338192 training's f1_score: 0.753982 valid_1's binary_logloss: 0.388679 valid_1's f1_score: 0.786017 [30] training's binary_logloss: 0.325465 training's f1_score: 0.760616 valid_1's binary_logloss: 0.38485 valid_1's f1_score: 0.790648 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.317569 training's f1_score: 0.766876 valid_1's binary_logloss: 0.385281 valid_1's f1_score: 0.788298 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.370207 training's f1_score: 0.753284 valid_1's binary_logloss: 0.35776 valid_1's f1_score: 0.738013 [20] training's binary_logloss: 0.347083 training's f1_score: 0.765389 valid_1's binary_logloss: 0.347744 valid_1's f1_score: 0.746905 [30] training's binary_logloss: 0.331321 training's f1_score: 0.774852 valid_1's binary_logloss: 0.341744 valid_1's f1_score: 0.753603 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.324632 training's f1_score: 0.780262 valid_1's binary_logloss: 0.342629 valid_1's f1_score: 0.754976 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.368035 training's f1_score: 0.729837 valid_1's binary_logloss: 0.396157 valid_1's f1_score: 0.79396
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.346874 training's f1_score: 0.74348 valid_1's binary_logloss: 0.387288 valid_1's f1_score: 0.80136 [30] training's binary_logloss: 0.331875 training's f1_score: 0.751671 valid_1's binary_logloss: 0.383251 valid_1's f1_score: 0.791626 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.324719 training's f1_score: 0.757064 valid_1's binary_logloss: 0.382424 valid_1's f1_score: 0.791241 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.400406 training's f1_score: 0.751247 valid_1's binary_logloss: 0.397218 valid_1's f1_score: 0.643658 [20] training's binary_logloss: 0.371006 training's f1_score: 0.76659 valid_1's binary_logloss: 0.370675 valid_1's f1_score: 0.654045 [30] training's binary_logloss: 0.357213 training's f1_score: 0.772797 valid_1's binary_logloss: 0.357162 valid_1's f1_score: 0.663815 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.351157 training's f1_score: 0.775859 valid_1's binary_logloss: 0.351473 valid_1's f1_score: 0.66838 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.382376 training's f1_score: 0.761378 valid_1's binary_logloss: 0.437998 valid_1's f1_score: 0.586265
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.352752 training's f1_score: 0.774476 valid_1's binary_logloss: 0.426861 valid_1's f1_score: 0.606667 [30] training's binary_logloss: 0.339892 training's f1_score: 0.786215 valid_1's binary_logloss: 0.4194 valid_1's f1_score: 0.624685 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.335087 training's f1_score: 0.788671 valid_1's binary_logloss: 0.417209 valid_1's f1_score: 0.629723 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.387051 training's f1_score: 0.724832 valid_1's binary_logloss: 0.425237 valid_1's f1_score: 0.76699 [20] training's binary_logloss: 0.360394 training's f1_score: 0.740096 valid_1's binary_logloss: 0.401226 valid_1's f1_score: 0.775401 [30] training's binary_logloss: 0.347029 training's f1_score: 0.750765 valid_1's binary_logloss: 0.393359 valid_1's f1_score: 0.783029 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.342569 training's f1_score: 0.755261 valid_1's binary_logloss: 0.392981 valid_1's f1_score: 0.786444
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.398338 training's f1_score: 0.737667 valid_1's binary_logloss: 0.375941 valid_1's f1_score: 0.733333 [20] training's binary_logloss: 0.368928 training's f1_score: 0.758124 valid_1's binary_logloss: 0.355867 valid_1's f1_score: 0.747222 [30] training's binary_logloss: 0.35664 training's f1_score: 0.765129 valid_1's binary_logloss: 0.348165 valid_1's f1_score: 0.75672 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.350579 training's f1_score: 0.769428 valid_1's binary_logloss: 0.3454 valid_1's f1_score: 0.752762 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.394859 training's f1_score: 0.712253 valid_1's binary_logloss: 0.418156 valid_1's f1_score: 0.795667
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.373196 training's f1_score: 0.728237 valid_1's binary_logloss: 0.397879 valid_1's f1_score: 0.795553 [30] training's binary_logloss: 0.357327 training's f1_score: 0.73843 valid_1's binary_logloss: 0.389852 valid_1's f1_score: 0.797291 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.350488 training's f1_score: 0.740588 valid_1's binary_logloss: 0.386657 valid_1's f1_score: 0.793989 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329588 training's f1_score: 0.787952 valid_1's binary_logloss: 0.343838 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.294396 training's f1_score: 0.811972 valid_1's binary_logloss: 0.330856 valid_1's f1_score: 0.673504 [30] training's binary_logloss: 0.268019 training's f1_score: 0.82877 valid_1's binary_logloss: 0.330149 valid_1's f1_score: 0.668407 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253989 training's f1_score: 0.835877 valid_1's binary_logloss: 0.326584 valid_1's f1_score: 0.672535 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312997 training's f1_score: 0.800435 valid_1's binary_logloss: 0.418562 valid_1's f1_score: 0.597234
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.281724 training's f1_score: 0.817335 valid_1's binary_logloss: 0.411957 valid_1's f1_score: 0.620116 [30] training's binary_logloss: 0.250362 training's f1_score: 0.833988 valid_1's binary_logloss: 0.410565 valid_1's f1_score: 0.627119 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238631 training's f1_score: 0.844964 valid_1's binary_logloss: 0.408527 valid_1's f1_score: 0.628085
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318899 training's f1_score: 0.766317 valid_1's binary_logloss: 0.389654 valid_1's f1_score: 0.782933 [20] training's binary_logloss: 0.283823 training's f1_score: 0.788157 valid_1's binary_logloss: 0.388004 valid_1's f1_score: 0.780778 [30] training's binary_logloss: 0.253371 training's f1_score: 0.814165 valid_1's binary_logloss: 0.399297 valid_1's f1_score: 0.768053 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240718 training's f1_score: 0.825921 valid_1's binary_logloss: 0.401996 valid_1's f1_score: 0.764901 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328311 training's f1_score: 0.777813 valid_1's binary_logloss: 0.348084 valid_1's f1_score: 0.735475
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293845 training's f1_score: 0.799038 valid_1's binary_logloss: 0.341075 valid_1's f1_score: 0.745367 [30] training's binary_logloss: 0.266184 training's f1_score: 0.821873 valid_1's binary_logloss: 0.342353 valid_1's f1_score: 0.744314 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250668 training's f1_score: 0.833714 valid_1's binary_logloss: 0.342221 valid_1's f1_score: 0.740638
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324154 training's f1_score: 0.754994 valid_1's binary_logloss: 0.384776 valid_1's f1_score: 0.791567 [20] training's binary_logloss: 0.293871 training's f1_score: 0.773902 valid_1's binary_logloss: 0.390596 valid_1's f1_score: 0.791868 [30] training's binary_logloss: 0.265472 training's f1_score: 0.797482 valid_1's binary_logloss: 0.394933 valid_1's f1_score: 0.788321 Early stopping, best iteration is: [4] training's binary_logloss: 0.36452 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410915 valid_1's f1_score: 0.799195 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329542 training's f1_score: 0.787989 valid_1's binary_logloss: 0.343901 valid_1's f1_score: 0.658185
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299397 training's f1_score: 0.805139 valid_1's binary_logloss: 0.335641 valid_1's f1_score: 0.666094 [30] training's binary_logloss: 0.269298 training's f1_score: 0.823329 valid_1's binary_logloss: 0.33082 valid_1's f1_score: 0.660839 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253932 training's f1_score: 0.837708 valid_1's binary_logloss: 0.335052 valid_1's f1_score: 0.65682 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.313081 training's f1_score: 0.800435 valid_1's binary_logloss: 0.418511 valid_1's f1_score: 0.597234 [20] training's binary_logloss: 0.281954 training's f1_score: 0.817208 valid_1's binary_logloss: 0.412151 valid_1's f1_score: 0.620116 [30] training's binary_logloss: 0.250792 training's f1_score: 0.838008 valid_1's binary_logloss: 0.407769 valid_1's f1_score: 0.621212 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234784 training's f1_score: 0.847066 valid_1's binary_logloss: 0.405167 valid_1's f1_score: 0.629347 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318947 training's f1_score: 0.766655 valid_1's binary_logloss: 0.389468 valid_1's f1_score: 0.784418
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.284654 training's f1_score: 0.787766 valid_1's binary_logloss: 0.388353 valid_1's f1_score: 0.781857 [30] training's binary_logloss: 0.256885 training's f1_score: 0.811789 valid_1's binary_logloss: 0.389215 valid_1's f1_score: 0.775041 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242131 training's f1_score: 0.824957 valid_1's binary_logloss: 0.39529 valid_1's f1_score: 0.764219 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328384 training's f1_score: 0.777937 valid_1's binary_logloss: 0.347921 valid_1's f1_score: 0.735475 [20] training's binary_logloss: 0.290171 training's f1_score: 0.804698 valid_1's binary_logloss: 0.34329 valid_1's f1_score: 0.745879 [30] training's binary_logloss: 0.263999 training's f1_score: 0.824561 valid_1's binary_logloss: 0.340232 valid_1's f1_score: 0.755341 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250981 training's f1_score: 0.836055 valid_1's binary_logloss: 0.339529 valid_1's f1_score: 0.757429 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324204 training's f1_score: 0.757664 valid_1's binary_logloss: 0.381791 valid_1's f1_score: 0.800577
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292125 training's f1_score: 0.776434 valid_1's binary_logloss: 0.396125 valid_1's f1_score: 0.785228 [30] training's binary_logloss: 0.2696 training's f1_score: 0.794679 valid_1's binary_logloss: 0.404804 valid_1's f1_score: 0.779297 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252761 training's f1_score: 0.810497 valid_1's binary_logloss: 0.403499 valid_1's f1_score: 0.781065 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328149 training's f1_score: 0.791172 valid_1's binary_logloss: 0.341213 valid_1's f1_score: 0.656922 [20] training's binary_logloss: 0.295086 training's f1_score: 0.811193 valid_1's binary_logloss: 0.333764 valid_1's f1_score: 0.656922 [30] training's binary_logloss: 0.268266 training's f1_score: 0.82862 valid_1's binary_logloss: 0.333149 valid_1's f1_score: 0.661445 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.260995 training's f1_score: 0.83493 valid_1's binary_logloss: 0.330225 valid_1's f1_score: 0.668426 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.312654 training's f1_score: 0.800372 valid_1's binary_logloss: 0.419212 valid_1's f1_score: 0.599837 [20] training's binary_logloss: 0.281801 training's f1_score: 0.816415 valid_1's binary_logloss: 0.413818 valid_1's f1_score: 0.616915 [30] training's binary_logloss: 0.25318 training's f1_score: 0.837825 valid_1's binary_logloss: 0.416881 valid_1's f1_score: 0.623746 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240392 training's f1_score: 0.847881 valid_1's binary_logloss: 0.408285 valid_1's f1_score: 0.623529 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3186 training's f1_score: 0.769152 valid_1's binary_logloss: 0.390129 valid_1's f1_score: 0.779026
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.283267 training's f1_score: 0.78995 valid_1's binary_logloss: 0.384905 valid_1's f1_score: 0.782515 [30] training's binary_logloss: 0.25391 training's f1_score: 0.814751 valid_1's binary_logloss: 0.384975 valid_1's f1_score: 0.785128 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240165 training's f1_score: 0.831006 valid_1's binary_logloss: 0.389294 valid_1's f1_score: 0.772277 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.328163 training's f1_score: 0.779237 valid_1's binary_logloss: 0.345072 valid_1's f1_score: 0.738652 [20] training's binary_logloss: 0.294108 training's f1_score: 0.799421 valid_1's binary_logloss: 0.340942 valid_1's f1_score: 0.74674 [30] training's binary_logloss: 0.265008 training's f1_score: 0.824943 valid_1's binary_logloss: 0.340723 valid_1's f1_score: 0.749654 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250074 training's f1_score: 0.834989 valid_1's binary_logloss: 0.338726 valid_1's f1_score: 0.750863 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326047 training's f1_score: 0.757607 valid_1's binary_logloss: 0.385535 valid_1's f1_score: 0.794613
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295907 training's f1_score: 0.774584 valid_1's binary_logloss: 0.389406 valid_1's f1_score: 0.790039 [30] training's binary_logloss: 0.263906 training's f1_score: 0.798183 valid_1's binary_logloss: 0.389319 valid_1's f1_score: 0.791913 Early stopping, best iteration is: [4] training's binary_logloss: 0.36571 training's f1_score: 0.75027 valid_1's binary_logloss: 0.412681 valid_1's f1_score: 0.802015 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331453 training's f1_score: 0.786236 valid_1's binary_logloss: 0.340723 valid_1's f1_score: 0.65654 [20] training's binary_logloss: 0.29887 training's f1_score: 0.809188 valid_1's binary_logloss: 0.333074 valid_1's f1_score: 0.668913 [30] training's binary_logloss: 0.270684 training's f1_score: 0.826638 valid_1's binary_logloss: 0.326817 valid_1's f1_score: 0.666667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255818 training's f1_score: 0.835298 valid_1's binary_logloss: 0.326446 valid_1's f1_score: 0.666088 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.315142 training's f1_score: 0.795782 valid_1's binary_logloss: 0.414573 valid_1's f1_score: 0.605565
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.283617 training's f1_score: 0.809997 valid_1's binary_logloss: 0.407052 valid_1's f1_score: 0.622112 [30] training's binary_logloss: 0.254293 training's f1_score: 0.835503 valid_1's binary_logloss: 0.414475 valid_1's f1_score: 0.616153 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241662 training's f1_score: 0.844893 valid_1's binary_logloss: 0.417767 valid_1's f1_score: 0.620921 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32085 training's f1_score: 0.768262 valid_1's binary_logloss: 0.389637 valid_1's f1_score: 0.782609 [20] training's binary_logloss: 0.289283 training's f1_score: 0.787088 valid_1's binary_logloss: 0.38852 valid_1's f1_score: 0.780593 [30] training's binary_logloss: 0.260054 training's f1_score: 0.809301 valid_1's binary_logloss: 0.39382 valid_1's f1_score: 0.768805 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247916 training's f1_score: 0.822446 valid_1's binary_logloss: 0.39471 valid_1's f1_score: 0.772475 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327813 training's f1_score: 0.780449 valid_1's binary_logloss: 0.342695 valid_1's f1_score: 0.745902
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293418 training's f1_score: 0.797575 valid_1's binary_logloss: 0.333498 valid_1's f1_score: 0.752206 [30] training's binary_logloss: 0.262099 training's f1_score: 0.824484 valid_1's binary_logloss: 0.330014 valid_1's f1_score: 0.757953 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248038 training's f1_score: 0.837983 valid_1's binary_logloss: 0.332086 valid_1's f1_score: 0.755556 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326754 training's f1_score: 0.756369 valid_1's binary_logloss: 0.386099 valid_1's f1_score: 0.796537 [20] training's binary_logloss: 0.296255 training's f1_score: 0.773637 valid_1's binary_logloss: 0.392619 valid_1's f1_score: 0.795709 [30] training's binary_logloss: 0.269425 training's f1_score: 0.794975 valid_1's binary_logloss: 0.397573 valid_1's f1_score: 0.793324 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250644 training's f1_score: 0.808308 valid_1's binary_logloss: 0.39938 valid_1's f1_score: 0.788927 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333695 training's f1_score: 0.783409 valid_1's binary_logloss: 0.344302 valid_1's f1_score: 0.66388
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300915 training's f1_score: 0.80396 valid_1's binary_logloss: 0.336982 valid_1's f1_score: 0.655959 [30] training's binary_logloss: 0.278021 training's f1_score: 0.821732 valid_1's binary_logloss: 0.332057 valid_1's f1_score: 0.655172 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263612 training's f1_score: 0.828762 valid_1's binary_logloss: 0.330565 valid_1's f1_score: 0.65917 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.314347 training's f1_score: 0.801179 valid_1's binary_logloss: 0.408704 valid_1's f1_score: 0.615512 [20] training's binary_logloss: 0.284136 training's f1_score: 0.813665 valid_1's binary_logloss: 0.404535 valid_1's f1_score: 0.62 [30] training's binary_logloss: 0.255581 training's f1_score: 0.833937 valid_1's binary_logloss: 0.405694 valid_1's f1_score: 0.622896 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239914 training's f1_score: 0.84486 valid_1's binary_logloss: 0.406178 valid_1's f1_score: 0.618399 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32253 training's f1_score: 0.766425 valid_1's binary_logloss: 0.390035 valid_1's f1_score: 0.786133
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.290092 training's f1_score: 0.784441 valid_1's binary_logloss: 0.383014 valid_1's f1_score: 0.787682 [30] training's binary_logloss: 0.260832 training's f1_score: 0.809532 valid_1's binary_logloss: 0.382258 valid_1's f1_score: 0.786064 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.245287 training's f1_score: 0.825943 valid_1's binary_logloss: 0.387518 valid_1's f1_score: 0.777049 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329775 training's f1_score: 0.779316 valid_1's binary_logloss: 0.345057 valid_1's f1_score: 0.745392 [20] training's binary_logloss: 0.297671 training's f1_score: 0.799038 valid_1's binary_logloss: 0.33904 valid_1's f1_score: 0.742622 [30] training's binary_logloss: 0.270921 training's f1_score: 0.818463 valid_1's binary_logloss: 0.333607 valid_1's f1_score: 0.749141 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25738 training's f1_score: 0.829093 valid_1's binary_logloss: 0.333306 valid_1's f1_score: 0.747586 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326502 training's f1_score: 0.756581 valid_1's binary_logloss: 0.379403 valid_1's f1_score: 0.79731 [20] training's binary_logloss: 0.295723 training's f1_score: 0.773429 valid_1's binary_logloss: 0.379322 valid_1's f1_score: 0.79961
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.26833 training's f1_score: 0.795486 valid_1's binary_logloss: 0.384278 valid_1's f1_score: 0.798241 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250834 training's f1_score: 0.808376 valid_1's binary_logloss: 0.383222 valid_1's f1_score: 0.799015 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336039 training's f1_score: 0.784995 valid_1's binary_logloss: 0.342904 valid_1's f1_score: 0.669513
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.30652 training's f1_score: 0.800183 valid_1's binary_logloss: 0.334719 valid_1's f1_score: 0.680887 [30] training's binary_logloss: 0.281874 training's f1_score: 0.81734 valid_1's binary_logloss: 0.327146 valid_1's f1_score: 0.67301 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.27108 training's f1_score: 0.822243 valid_1's binary_logloss: 0.325074 valid_1's f1_score: 0.678851 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319773 training's f1_score: 0.794381 valid_1's binary_logloss: 0.410915 valid_1's f1_score: 0.604988 [20] training's binary_logloss: 0.295188 training's f1_score: 0.804402 valid_1's binary_logloss: 0.401293 valid_1's f1_score: 0.629475 [30] training's binary_logloss: 0.267301 training's f1_score: 0.827759 valid_1's binary_logloss: 0.40206 valid_1's f1_score: 0.630068 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253628 training's f1_score: 0.838994 valid_1's binary_logloss: 0.398118 valid_1's f1_score: 0.636596 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324261 training's f1_score: 0.762259 valid_1's binary_logloss: 0.388984 valid_1's f1_score: 0.787268 [20] training's binary_logloss: 0.293542 training's f1_score: 0.780463 valid_1's binary_logloss: 0.386501 valid_1's f1_score: 0.787131
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.269679 training's f1_score: 0.803366 valid_1's binary_logloss: 0.388296 valid_1's f1_score: 0.783315 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256378 training's f1_score: 0.814789 valid_1's binary_logloss: 0.390481 valid_1's f1_score: 0.781897 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335334 training's f1_score: 0.772576 valid_1's binary_logloss: 0.345221 valid_1's f1_score: 0.734194
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.307178 training's f1_score: 0.790408 valid_1's binary_logloss: 0.338401 valid_1's f1_score: 0.75 [30] training's binary_logloss: 0.278947 training's f1_score: 0.812591 valid_1's binary_logloss: 0.336795 valid_1's f1_score: 0.761449 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266734 training's f1_score: 0.823319 valid_1's binary_logloss: 0.337846 valid_1's f1_score: 0.756349 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.334919 training's f1_score: 0.749062 valid_1's binary_logloss: 0.386236 valid_1's f1_score: 0.790005 [20] training's binary_logloss: 0.305851 training's f1_score: 0.762752 valid_1's binary_logloss: 0.389762 valid_1's f1_score: 0.782483 [30] training's binary_logloss: 0.278256 training's f1_score: 0.785453 valid_1's binary_logloss: 0.390001 valid_1's f1_score: 0.785992 Early stopping, best iteration is: [3] training's binary_logloss: 0.386878 training's f1_score: 0.743128 valid_1's binary_logloss: 0.435852 valid_1's f1_score: 0.804199
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340955 training's f1_score: 0.780889 valid_1's binary_logloss: 0.344739 valid_1's f1_score: 0.668376 [20] training's binary_logloss: 0.313033 training's f1_score: 0.801833 valid_1's binary_logloss: 0.336534 valid_1's f1_score: 0.679694 [30] training's binary_logloss: 0.288332 training's f1_score: 0.815887 valid_1's binary_logloss: 0.325277 valid_1's f1_score: 0.680556 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.277443 training's f1_score: 0.823801 valid_1's binary_logloss: 0.322719 valid_1's f1_score: 0.681818 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32228 training's f1_score: 0.796841 valid_1's binary_logloss: 0.41475 valid_1's f1_score: 0.61373
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296306 training's f1_score: 0.805287 valid_1's binary_logloss: 0.410107 valid_1's f1_score: 0.619087 [30] training's binary_logloss: 0.271686 training's f1_score: 0.823914 valid_1's binary_logloss: 0.412263 valid_1's f1_score: 0.624579 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257935 training's f1_score: 0.832421 valid_1's binary_logloss: 0.409284 valid_1's f1_score: 0.621507 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331071 training's f1_score: 0.760521 valid_1's binary_logloss: 0.390715 valid_1's f1_score: 0.789979 [20] training's binary_logloss: 0.306182 training's f1_score: 0.776331 valid_1's binary_logloss: 0.387642 valid_1's f1_score: 0.788657 [30] training's binary_logloss: 0.278417 training's f1_score: 0.796369 valid_1's binary_logloss: 0.389593 valid_1's f1_score: 0.780303 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265249 training's f1_score: 0.808562 valid_1's binary_logloss: 0.38972 valid_1's f1_score: 0.781284 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338926 training's f1_score: 0.771532 valid_1's binary_logloss: 0.343516 valid_1's f1_score: 0.74165
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.311563 training's f1_score: 0.788903 valid_1's binary_logloss: 0.339994 valid_1's f1_score: 0.744695 [30] training's binary_logloss: 0.287721 training's f1_score: 0.809256 valid_1's binary_logloss: 0.336075 valid_1's f1_score: 0.744505 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.275312 training's f1_score: 0.818844 valid_1's binary_logloss: 0.336354 valid_1's f1_score: 0.750345 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335839 training's f1_score: 0.748473 valid_1's binary_logloss: 0.387635 valid_1's f1_score: 0.794995 [20] training's binary_logloss: 0.311024 training's f1_score: 0.762444 valid_1's binary_logloss: 0.389379 valid_1's f1_score: 0.793789 [30] training's binary_logloss: 0.285101 training's f1_score: 0.782594 valid_1's binary_logloss: 0.38751 valid_1's f1_score: 0.792582 Early stopping, best iteration is: [5] training's binary_logloss: 0.364431 training's f1_score: 0.743316 valid_1's binary_logloss: 0.404813 valid_1's f1_score: 0.80138 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.356525 training's f1_score: 0.773671 valid_1's binary_logloss: 0.353662 valid_1's f1_score: 0.667799 [20] training's binary_logloss: 0.3324 training's f1_score: 0.785801 valid_1's binary_logloss: 0.340837 valid_1's f1_score: 0.676247
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.314728 training's f1_score: 0.795462 valid_1's binary_logloss: 0.330479 valid_1's f1_score: 0.673504 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.304691 training's f1_score: 0.801349 valid_1's binary_logloss: 0.328425 valid_1's f1_score: 0.678141 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338372 training's f1_score: 0.784295 valid_1's binary_logloss: 0.420223 valid_1's f1_score: 0.606462
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.316399 training's f1_score: 0.794808 valid_1's binary_logloss: 0.413143 valid_1's f1_score: 0.626246 [30] training's binary_logloss: 0.297023 training's f1_score: 0.806697 valid_1's binary_logloss: 0.408493 valid_1's f1_score: 0.634841 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.287475 training's f1_score: 0.815184 valid_1's binary_logloss: 0.403717 valid_1's f1_score: 0.63353 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.346744 training's f1_score: 0.747008 valid_1's binary_logloss: 0.39753 valid_1's f1_score: 0.773715 [20] training's binary_logloss: 0.321528 training's f1_score: 0.763692 valid_1's binary_logloss: 0.392045 valid_1's f1_score: 0.786816 [30] training's binary_logloss: 0.303693 training's f1_score: 0.775774 valid_1's binary_logloss: 0.390498 valid_1's f1_score: 0.788041 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.29382 training's f1_score: 0.785104 valid_1's binary_logloss: 0.390686 valid_1's f1_score: 0.787749 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.353884 training's f1_score: 0.765733 valid_1's binary_logloss: 0.347841 valid_1's f1_score: 0.743094 [20] training's binary_logloss: 0.332057 training's f1_score: 0.772583 valid_1's binary_logloss: 0.341644 valid_1's f1_score: 0.748123
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.311368 training's f1_score: 0.787947 valid_1's binary_logloss: 0.33743 valid_1's f1_score: 0.749488 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.301626 training's f1_score: 0.795557 valid_1's binary_logloss: 0.338387 valid_1's f1_score: 0.753247 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.351776 training's f1_score: 0.740362 valid_1's binary_logloss: 0.387886 valid_1's f1_score: 0.797665
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.330644 training's f1_score: 0.754859 valid_1's binary_logloss: 0.385138 valid_1's f1_score: 0.794146 [30] training's binary_logloss: 0.311121 training's f1_score: 0.771675 valid_1's binary_logloss: 0.381977 valid_1's f1_score: 0.791585 Early stopping, best iteration is: [5] training's binary_logloss: 0.377445 training's f1_score: 0.723837 valid_1's binary_logloss: 0.412884 valid_1's f1_score: 0.800817 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.366228 training's f1_score: 0.770327 valid_1's binary_logloss: 0.36422 valid_1's f1_score: 0.659208 [20] training's binary_logloss: 0.344154 training's f1_score: 0.780109 valid_1's binary_logloss: 0.348398 valid_1's f1_score: 0.661642 [30] training's binary_logloss: 0.326908 training's f1_score: 0.791686 valid_1's binary_logloss: 0.336705 valid_1's f1_score: 0.669484 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.318661 training's f1_score: 0.797314 valid_1's binary_logloss: 0.334051 valid_1's f1_score: 0.675699 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.347708 training's f1_score: 0.784264 valid_1's binary_logloss: 0.424246 valid_1's f1_score: 0.609137 [20] training's binary_logloss: 0.324483 training's f1_score: 0.793125 valid_1's binary_logloss: 0.419126 valid_1's f1_score: 0.621667
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.308466 training's f1_score: 0.805223 valid_1's binary_logloss: 0.410635 valid_1's f1_score: 0.629289 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.30125 training's f1_score: 0.809146 valid_1's binary_logloss: 0.408421 valid_1's f1_score: 0.626991 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.354927 training's f1_score: 0.745757 valid_1's binary_logloss: 0.399514 valid_1's f1_score: 0.77879
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.330947 training's f1_score: 0.756528 valid_1's binary_logloss: 0.388532 valid_1's f1_score: 0.782609 [30] training's binary_logloss: 0.315926 training's f1_score: 0.76999 valid_1's binary_logloss: 0.385149 valid_1's f1_score: 0.784837 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.307778 training's f1_score: 0.77448 valid_1's binary_logloss: 0.386144 valid_1's f1_score: 0.787097 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.363825 training's f1_score: 0.755641 valid_1's binary_logloss: 0.354993 valid_1's f1_score: 0.743412 [20] training's binary_logloss: 0.340601 training's f1_score: 0.767272 valid_1's binary_logloss: 0.345348 valid_1's f1_score: 0.749828 [30] training's binary_logloss: 0.323737 training's f1_score: 0.775412 valid_1's binary_logloss: 0.3414 valid_1's f1_score: 0.7519 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.316499 training's f1_score: 0.78528 valid_1's binary_logloss: 0.343029 valid_1's f1_score: 0.749311 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.357963 training's f1_score: 0.735506 valid_1's binary_logloss: 0.392796 valid_1's f1_score: 0.794347 [20] training's binary_logloss: 0.340133 training's f1_score: 0.745198 valid_1's binary_logloss: 0.3862 valid_1's f1_score: 0.788555
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.322048 training's f1_score: 0.755989 valid_1's binary_logloss: 0.382346 valid_1's f1_score: 0.787524 Early stopping, best iteration is: [5] training's binary_logloss: 0.389352 training's f1_score: 0.720737 valid_1's binary_logloss: 0.425741 valid_1's f1_score: 0.800405 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.371817 training's f1_score: 0.766083 valid_1's binary_logloss: 0.365958 valid_1's f1_score: 0.659227
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.349967 training's f1_score: 0.77837 valid_1's binary_logloss: 0.351857 valid_1's f1_score: 0.68178 [30] training's binary_logloss: 0.332799 training's f1_score: 0.787851 valid_1's binary_logloss: 0.336229 valid_1's f1_score: 0.688412 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.326762 training's f1_score: 0.791054 valid_1's binary_logloss: 0.333721 valid_1's f1_score: 0.683219 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.353346 training's f1_score: 0.773199 valid_1's binary_logloss: 0.421406 valid_1's f1_score: 0.607509 [20] training's binary_logloss: 0.329329 training's f1_score: 0.792165 valid_1's binary_logloss: 0.41032 valid_1's f1_score: 0.623529 [30] training's binary_logloss: 0.315007 training's f1_score: 0.79969 valid_1's binary_logloss: 0.407518 valid_1's f1_score: 0.626891 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.309048 training's f1_score: 0.802235 valid_1's binary_logloss: 0.404281 valid_1's f1_score: 0.626891 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.364252 training's f1_score: 0.740766 valid_1's binary_logloss: 0.40365 valid_1's f1_score: 0.778733 [20] training's binary_logloss: 0.338212 training's f1_score: 0.753982 valid_1's binary_logloss: 0.388685 valid_1's f1_score: 0.786017
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.325494 training's f1_score: 0.760406 valid_1's binary_logloss: 0.384857 valid_1's f1_score: 0.790648 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.317603 training's f1_score: 0.766876 valid_1's binary_logloss: 0.385285 valid_1's f1_score: 0.788298 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.370222 training's f1_score: 0.753284 valid_1's binary_logloss: 0.357768 valid_1's f1_score: 0.738013
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.347106 training's f1_score: 0.765389 valid_1's binary_logloss: 0.347749 valid_1's f1_score: 0.746905 [30] training's binary_logloss: 0.331353 training's f1_score: 0.774852 valid_1's binary_logloss: 0.341746 valid_1's f1_score: 0.753603 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.324671 training's f1_score: 0.780137 valid_1's binary_logloss: 0.342629 valid_1's f1_score: 0.754976 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.368049 training's f1_score: 0.729837 valid_1's binary_logloss: 0.396161 valid_1's f1_score: 0.79396 [20] training's binary_logloss: 0.346894 training's f1_score: 0.743354 valid_1's binary_logloss: 0.387287 valid_1's f1_score: 0.80136 [30] training's binary_logloss: 0.332474 training's f1_score: 0.749872 valid_1's binary_logloss: 0.38356 valid_1's f1_score: 0.793388 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.324658 training's f1_score: 0.756813 valid_1's binary_logloss: 0.381556 valid_1's f1_score: 0.794734 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.400416 training's f1_score: 0.751364 valid_1's binary_logloss: 0.397225 valid_1's f1_score: 0.643658 [20] training's binary_logloss: 0.371018 training's f1_score: 0.76659 valid_1's binary_logloss: 0.370683 valid_1's f1_score: 0.654045
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.357228 training's f1_score: 0.772797 valid_1's binary_logloss: 0.35717 valid_1's f1_score: 0.664384 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.351174 training's f1_score: 0.775859 valid_1's binary_logloss: 0.351482 valid_1's f1_score: 0.66838 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.382384 training's f1_score: 0.761378 valid_1's binary_logloss: 0.438001 valid_1's f1_score: 0.586265
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.352759 training's f1_score: 0.774476 valid_1's binary_logloss: 0.426843 valid_1's f1_score: 0.606667 [30] training's binary_logloss: 0.340034 training's f1_score: 0.786359 valid_1's binary_logloss: 0.420574 valid_1's f1_score: 0.619366 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.3348 training's f1_score: 0.789228 valid_1's binary_logloss: 0.417379 valid_1's f1_score: 0.626991 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.387059 training's f1_score: 0.724832 valid_1's binary_logloss: 0.425244 valid_1's f1_score: 0.76699 [20] training's binary_logloss: 0.360405 training's f1_score: 0.740096 valid_1's binary_logloss: 0.401233 valid_1's f1_score: 0.775401 [30] training's binary_logloss: 0.347043 training's f1_score: 0.750765 valid_1's binary_logloss: 0.393365 valid_1's f1_score: 0.783029 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.34261 training's f1_score: 0.755261 valid_1's binary_logloss: 0.393028 valid_1's f1_score: 0.786022 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.398347 training's f1_score: 0.737461 valid_1's binary_logloss: 0.375947 valid_1's f1_score: 0.733333 [20] training's binary_logloss: 0.36894 training's f1_score: 0.757527 valid_1's binary_logloss: 0.355871 valid_1's f1_score: 0.747222
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.356653 training's f1_score: 0.764931 valid_1's binary_logloss: 0.348168 valid_1's f1_score: 0.75672 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.350595 training's f1_score: 0.769305 valid_1's binary_logloss: 0.345404 valid_1's f1_score: 0.752762 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.394867 training's f1_score: 0.712253 valid_1's binary_logloss: 0.418161 valid_1's f1_score: 0.795667
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.373206 training's f1_score: 0.728237 valid_1's binary_logloss: 0.397883 valid_1's f1_score: 0.795553 [30] training's binary_logloss: 0.357342 training's f1_score: 0.73843 valid_1's binary_logloss: 0.389854 valid_1's f1_score: 0.797291 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.350505 training's f1_score: 0.740588 valid_1's binary_logloss: 0.38666 valid_1's f1_score: 0.793989 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329494 training's f1_score: 0.78787 valid_1's binary_logloss: 0.34381 valid_1's f1_score: 0.658185 [20] training's binary_logloss: 0.299413 training's f1_score: 0.804587 valid_1's binary_logloss: 0.335111 valid_1's f1_score: 0.670669 [30] training's binary_logloss: 0.269772 training's f1_score: 0.824477 valid_1's binary_logloss: 0.328377 valid_1's f1_score: 0.674296 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258062 training's f1_score: 0.832508 valid_1's binary_logloss: 0.329376 valid_1's f1_score: 0.680813 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.311695 training's f1_score: 0.799442 valid_1's binary_logloss: 0.412356 valid_1's f1_score: 0.60522
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.280826 training's f1_score: 0.813443 valid_1's binary_logloss: 0.403275 valid_1's f1_score: 0.621849 [30] training's binary_logloss: 0.255845 training's f1_score: 0.831736 valid_1's binary_logloss: 0.414615 valid_1's f1_score: 0.625 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242 training's f1_score: 0.843701 valid_1's binary_logloss: 0.415218 valid_1's f1_score: 0.621097 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318495 training's f1_score: 0.769205 valid_1's binary_logloss: 0.390173 valid_1's f1_score: 0.779026 [20] training's binary_logloss: 0.283276 training's f1_score: 0.790364 valid_1's binary_logloss: 0.385143 valid_1's f1_score: 0.782937 [30] training's binary_logloss: 0.25625 training's f1_score: 0.811157 valid_1's binary_logloss: 0.387649 valid_1's f1_score: 0.779549 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239183 training's f1_score: 0.829583 valid_1's binary_logloss: 0.387338 valid_1's f1_score: 0.780542 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328372 training's f1_score: 0.777937 valid_1's binary_logloss: 0.347926 valid_1's f1_score: 0.73461
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294773 training's f1_score: 0.79878 valid_1's binary_logloss: 0.340194 valid_1's f1_score: 0.742622 [30] training's binary_logloss: 0.263265 training's f1_score: 0.823682 valid_1's binary_logloss: 0.336713 valid_1's f1_score: 0.756419 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248683 training's f1_score: 0.835612 valid_1's binary_logloss: 0.339416 valid_1's f1_score: 0.752941 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325734 training's f1_score: 0.756248 valid_1's binary_logloss: 0.382725 valid_1's f1_score: 0.794626 [20] training's binary_logloss: 0.294334 training's f1_score: 0.776689 valid_1's binary_logloss: 0.395898 valid_1's f1_score: 0.790268 [30] training's binary_logloss: 0.263292 training's f1_score: 0.80091 valid_1's binary_logloss: 0.399775 valid_1's f1_score: 0.777288 Early stopping, best iteration is: [4] training's binary_logloss: 0.364545 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410898 valid_1's f1_score: 0.799195
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329241 training's f1_score: 0.78775 valid_1's binary_logloss: 0.343606 valid_1's f1_score: 0.660457 [20] training's binary_logloss: 0.295566 training's f1_score: 0.808608 valid_1's binary_logloss: 0.331502 valid_1's f1_score: 0.666667 [30] training's binary_logloss: 0.267877 training's f1_score: 0.827554 valid_1's binary_logloss: 0.323119 valid_1's f1_score: 0.666076 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256489 training's f1_score: 0.835341 valid_1's binary_logloss: 0.324295 valid_1's f1_score: 0.670194 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312637 training's f1_score: 0.800496 valid_1's binary_logloss: 0.4192 valid_1's f1_score: 0.599837
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.281583 training's f1_score: 0.81531 valid_1's binary_logloss: 0.415274 valid_1's f1_score: 0.617818 [30] training's binary_logloss: 0.251829 training's f1_score: 0.840397 valid_1's binary_logloss: 0.410841 valid_1's f1_score: 0.61461 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238281 training's f1_score: 0.847995 valid_1's binary_logloss: 0.40656 valid_1's f1_score: 0.621691 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318589 training's f1_score: 0.769074 valid_1's binary_logloss: 0.390156 valid_1's f1_score: 0.779026 [20] training's binary_logloss: 0.283204 training's f1_score: 0.790634 valid_1's binary_logloss: 0.384933 valid_1's f1_score: 0.782515 [30] training's binary_logloss: 0.253971 training's f1_score: 0.814046 valid_1's binary_logloss: 0.384974 valid_1's f1_score: 0.785128 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239493 training's f1_score: 0.830222 valid_1's binary_logloss: 0.386805 valid_1's f1_score: 0.77735 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328446 training's f1_score: 0.780815 valid_1's binary_logloss: 0.342164 valid_1's f1_score: 0.745879
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292264 training's f1_score: 0.805174 valid_1's binary_logloss: 0.337451 valid_1's f1_score: 0.748281 [30] training's binary_logloss: 0.261889 training's f1_score: 0.825739 valid_1's binary_logloss: 0.338804 valid_1's f1_score: 0.74499 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252303 training's f1_score: 0.83377 valid_1's binary_logloss: 0.340076 valid_1's f1_score: 0.741355 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326248 training's f1_score: 0.755071 valid_1's binary_logloss: 0.383617 valid_1's f1_score: 0.796928 [20] training's binary_logloss: 0.292555 training's f1_score: 0.772837 valid_1's binary_logloss: 0.387355 valid_1's f1_score: 0.795356 [30] training's binary_logloss: 0.265499 training's f1_score: 0.79497 valid_1's binary_logloss: 0.391313 valid_1's f1_score: 0.787078 Early stopping, best iteration is: [4] training's binary_logloss: 0.365704 training's f1_score: 0.750135 valid_1's binary_logloss: 0.412681 valid_1's f1_score: 0.802015
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331501 training's f1_score: 0.78566 valid_1's binary_logloss: 0.344179 valid_1's f1_score: 0.661616 [20] training's binary_logloss: 0.294983 training's f1_score: 0.810355 valid_1's binary_logloss: 0.339279 valid_1's f1_score: 0.669521 [30] training's binary_logloss: 0.27002 training's f1_score: 0.824892 valid_1's binary_logloss: 0.337493 valid_1's f1_score: 0.659247 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259064 training's f1_score: 0.833307 valid_1's binary_logloss: 0.339644 valid_1's f1_score: 0.655794 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312585 training's f1_score: 0.80087 valid_1's binary_logloss: 0.419223 valid_1's f1_score: 0.599184
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.281246 training's f1_score: 0.81821 valid_1's binary_logloss: 0.413324 valid_1's f1_score: 0.612448 [30] training's binary_logloss: 0.252576 training's f1_score: 0.838821 valid_1's binary_logloss: 0.415537 valid_1's f1_score: 0.617325 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239184 training's f1_score: 0.847805 valid_1's binary_logloss: 0.410982 valid_1's f1_score: 0.609068 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318695 training's f1_score: 0.769074 valid_1's binary_logloss: 0.390166 valid_1's f1_score: 0.779026 [20] training's binary_logloss: 0.287405 training's f1_score: 0.788034 valid_1's binary_logloss: 0.383528 valid_1's f1_score: 0.784483 [30] training's binary_logloss: 0.257521 training's f1_score: 0.814879 valid_1's binary_logloss: 0.385349 valid_1's f1_score: 0.785088 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241108 training's f1_score: 0.829694 valid_1's binary_logloss: 0.386456 valid_1's f1_score: 0.786704 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328219 training's f1_score: 0.779412 valid_1's binary_logloss: 0.345758 valid_1's f1_score: 0.737491
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292739 training's f1_score: 0.79942 valid_1's binary_logloss: 0.335919 valid_1's f1_score: 0.752747 [30] training's binary_logloss: 0.266444 training's f1_score: 0.820755 valid_1's binary_logloss: 0.33302 valid_1's f1_score: 0.753283 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251192 training's f1_score: 0.833878 valid_1's binary_logloss: 0.33347 valid_1's f1_score: 0.748966 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325132 training's f1_score: 0.755039 valid_1's binary_logloss: 0.385624 valid_1's f1_score: 0.790743 [20] training's binary_logloss: 0.290181 training's f1_score: 0.776264 valid_1's binary_logloss: 0.386228 valid_1's f1_score: 0.789834 [30] training's binary_logloss: 0.262197 training's f1_score: 0.799301 valid_1's binary_logloss: 0.387954 valid_1's f1_score: 0.792899 Early stopping, best iteration is: [4] training's binary_logloss: 0.365737 training's f1_score: 0.750135 valid_1's binary_logloss: 0.412661 valid_1's f1_score: 0.802015
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331221 training's f1_score: 0.788728 valid_1's binary_logloss: 0.340506 valid_1's f1_score: 0.670648 [20] training's binary_logloss: 0.300324 training's f1_score: 0.807645 valid_1's binary_logloss: 0.334682 valid_1's f1_score: 0.67173 [30] training's binary_logloss: 0.272367 training's f1_score: 0.82592 valid_1's binary_logloss: 0.328336 valid_1's f1_score: 0.669535 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25897 training's f1_score: 0.834029 valid_1's binary_logloss: 0.326529 valid_1's f1_score: 0.668407 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.314052 training's f1_score: 0.795686 valid_1's binary_logloss: 0.408162 valid_1's f1_score: 0.605611
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.284868 training's f1_score: 0.811531 valid_1's binary_logloss: 0.406975 valid_1's f1_score: 0.621554 [30] training's binary_logloss: 0.256127 training's f1_score: 0.833858 valid_1's binary_logloss: 0.403776 valid_1's f1_score: 0.616838 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240967 training's f1_score: 0.842138 valid_1's binary_logloss: 0.404105 valid_1's f1_score: 0.623288 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319938 training's f1_score: 0.764189 valid_1's binary_logloss: 0.391689 valid_1's f1_score: 0.781867 [20] training's binary_logloss: 0.288356 training's f1_score: 0.784193 valid_1's binary_logloss: 0.390333 valid_1's f1_score: 0.778256 [30] training's binary_logloss: 0.256238 training's f1_score: 0.808884 valid_1's binary_logloss: 0.395076 valid_1's f1_score: 0.774755 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.241709 training's f1_score: 0.822407 valid_1's binary_logloss: 0.396713 valid_1's f1_score: 0.770492 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32774 training's f1_score: 0.780992 valid_1's binary_logloss: 0.343213 valid_1's f1_score: 0.745902
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295391 training's f1_score: 0.801539 valid_1's binary_logloss: 0.336116 valid_1's f1_score: 0.746228 [30] training's binary_logloss: 0.265855 training's f1_score: 0.822439 valid_1's binary_logloss: 0.33245 valid_1's f1_score: 0.751381 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252644 training's f1_score: 0.827227 valid_1's binary_logloss: 0.332453 valid_1's f1_score: 0.745342 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32344 training's f1_score: 0.756923 valid_1's binary_logloss: 0.386271 valid_1's f1_score: 0.795378 [20] training's binary_logloss: 0.291731 training's f1_score: 0.776629 valid_1's binary_logloss: 0.393758 valid_1's f1_score: 0.78932 [30] training's binary_logloss: 0.264077 training's f1_score: 0.796643 valid_1's binary_logloss: 0.399106 valid_1's f1_score: 0.783374 Early stopping, best iteration is: [4] training's binary_logloss: 0.366049 training's f1_score: 0.749415 valid_1's binary_logloss: 0.412356 valid_1's f1_score: 0.797975
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332731 training's f1_score: 0.783396 valid_1's binary_logloss: 0.343498 valid_1's f1_score: 0.659396 [20] training's binary_logloss: 0.299274 training's f1_score: 0.806143 valid_1's binary_logloss: 0.335277 valid_1's f1_score: 0.666667 [30] training's binary_logloss: 0.271499 training's f1_score: 0.8261 valid_1's binary_logloss: 0.329664 valid_1's f1_score: 0.668403 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258231 training's f1_score: 0.836375 valid_1's binary_logloss: 0.328503 valid_1's f1_score: 0.668412 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.314017 training's f1_score: 0.798761 valid_1's binary_logloss: 0.41248 valid_1's f1_score: 0.621311
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282981 training's f1_score: 0.815908 valid_1's binary_logloss: 0.401719 valid_1's f1_score: 0.630435 [30] training's binary_logloss: 0.258792 training's f1_score: 0.832576 valid_1's binary_logloss: 0.4012 valid_1's f1_score: 0.638655 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242683 training's f1_score: 0.845487 valid_1's binary_logloss: 0.402585 valid_1's f1_score: 0.64135 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.3226 training's f1_score: 0.766425 valid_1's binary_logloss: 0.390048 valid_1's f1_score: 0.786133 [20] training's binary_logloss: 0.290217 training's f1_score: 0.784441 valid_1's binary_logloss: 0.382899 valid_1's f1_score: 0.787682 [30] training's binary_logloss: 0.260953 training's f1_score: 0.811484 valid_1's binary_logloss: 0.382015 valid_1's f1_score: 0.789502 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247577 training's f1_score: 0.824287 valid_1's binary_logloss: 0.384063 valid_1's f1_score: 0.783754 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329209 training's f1_score: 0.780185 valid_1's binary_logloss: 0.345019 valid_1's f1_score: 0.737131
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294978 training's f1_score: 0.795827 valid_1's binary_logloss: 0.337432 valid_1's f1_score: 0.749146 [30] training's binary_logloss: 0.267374 training's f1_score: 0.821533 valid_1's binary_logloss: 0.33356 valid_1's f1_score: 0.755158 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255554 training's f1_score: 0.832572 valid_1's binary_logloss: 0.336686 valid_1's f1_score: 0.753963 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.326048 training's f1_score: 0.756711 valid_1's binary_logloss: 0.379216 valid_1's f1_score: 0.79731 [20] training's binary_logloss: 0.298077 training's f1_score: 0.771246 valid_1's binary_logloss: 0.38343 valid_1's f1_score: 0.800388 [30] training's binary_logloss: 0.270178 training's f1_score: 0.79344 valid_1's binary_logloss: 0.385437 valid_1's f1_score: 0.797059 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25513 training's f1_score: 0.806389 valid_1's binary_logloss: 0.382653 valid_1's f1_score: 0.797237 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335602 training's f1_score: 0.786161 valid_1's binary_logloss: 0.343276 valid_1's f1_score: 0.670669
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.305903 training's f1_score: 0.803969 valid_1's binary_logloss: 0.337919 valid_1's f1_score: 0.679727 [30] training's binary_logloss: 0.28368 training's f1_score: 0.816452 valid_1's binary_logloss: 0.332091 valid_1's f1_score: 0.674138 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.27243 training's f1_score: 0.823005 valid_1's binary_logloss: 0.330615 valid_1's f1_score: 0.671889 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319826 training's f1_score: 0.794381 valid_1's binary_logloss: 0.41091 valid_1's f1_score: 0.606452 [20] training's binary_logloss: 0.295298 training's f1_score: 0.804526 valid_1's binary_logloss: 0.401416 valid_1's f1_score: 0.63 [30] training's binary_logloss: 0.268979 training's f1_score: 0.824063 valid_1's binary_logloss: 0.400666 valid_1's f1_score: 0.632291 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255046 training's f1_score: 0.834641 valid_1's binary_logloss: 0.39962 valid_1's f1_score: 0.630416 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.324401 training's f1_score: 0.76176 valid_1's binary_logloss: 0.389621 valid_1's f1_score: 0.785296 [20] training's binary_logloss: 0.294857 training's f1_score: 0.78082 valid_1's binary_logloss: 0.381671 valid_1's f1_score: 0.791421
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.269251 training's f1_score: 0.802973 valid_1's binary_logloss: 0.383859 valid_1's f1_score: 0.781659 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255013 training's f1_score: 0.817566 valid_1's binary_logloss: 0.385734 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33538 training's f1_score: 0.772576 valid_1's binary_logloss: 0.345215 valid_1's f1_score: 0.734194
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.307336 training's f1_score: 0.789768 valid_1's binary_logloss: 0.337755 valid_1's f1_score: 0.75 [30] training's binary_logloss: 0.276787 training's f1_score: 0.816036 valid_1's binary_logloss: 0.338765 valid_1's f1_score: 0.752231 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265076 training's f1_score: 0.82828 valid_1's binary_logloss: 0.339452 valid_1's f1_score: 0.752407
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334963 training's f1_score: 0.749062 valid_1's binary_logloss: 0.386233 valid_1's f1_score: 0.790005 [20] training's binary_logloss: 0.305812 training's f1_score: 0.762784 valid_1's binary_logloss: 0.389444 valid_1's f1_score: 0.783614 [30] training's binary_logloss: 0.277341 training's f1_score: 0.787204 valid_1's binary_logloss: 0.389224 valid_1's f1_score: 0.785401 Early stopping, best iteration is: [3] training's binary_logloss: 0.386898 training's f1_score: 0.74264 valid_1's binary_logloss: 0.435862 valid_1's f1_score: 0.803571 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339643 training's f1_score: 0.784278 valid_1's binary_logloss: 0.344409 valid_1's f1_score: 0.668372
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.312449 training's f1_score: 0.798838 valid_1's binary_logloss: 0.33489 valid_1's f1_score: 0.673986 [30] training's binary_logloss: 0.288952 training's f1_score: 0.815055 valid_1's binary_logloss: 0.328746 valid_1's f1_score: 0.666094 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.27706 training's f1_score: 0.823202 valid_1's binary_logloss: 0.324194 valid_1's f1_score: 0.66896 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.322318 training's f1_score: 0.796778 valid_1's binary_logloss: 0.414729 valid_1's f1_score: 0.61373 [20] training's binary_logloss: 0.296482 training's f1_score: 0.805346 valid_1's binary_logloss: 0.409851 valid_1's f1_score: 0.619205 [30] training's binary_logloss: 0.271144 training's f1_score: 0.82254 valid_1's binary_logloss: 0.412807 valid_1's f1_score: 0.621327 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259528 training's f1_score: 0.83247 valid_1's binary_logloss: 0.409448 valid_1's f1_score: 0.620456 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.331102 training's f1_score: 0.760521 valid_1's binary_logloss: 0.390737 valid_1's f1_score: 0.789979
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.305724 training's f1_score: 0.77571 valid_1's binary_logloss: 0.388007 valid_1's f1_score: 0.791644 [30] training's binary_logloss: 0.277245 training's f1_score: 0.798628 valid_1's binary_logloss: 0.387865 valid_1's f1_score: 0.777838 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265871 training's f1_score: 0.806196 valid_1's binary_logloss: 0.390258 valid_1's f1_score: 0.781522 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.338984 training's f1_score: 0.772218 valid_1's binary_logloss: 0.343615 valid_1's f1_score: 0.742156 [20] training's binary_logloss: 0.311655 training's f1_score: 0.788409 valid_1's binary_logloss: 0.339702 valid_1's f1_score: 0.744695 [30] training's binary_logloss: 0.287308 training's f1_score: 0.804686 valid_1's binary_logloss: 0.337726 valid_1's f1_score: 0.754821 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.274149 training's f1_score: 0.815437 valid_1's binary_logloss: 0.336568 valid_1's f1_score: 0.753283 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336728 training's f1_score: 0.748812 valid_1's binary_logloss: 0.387049 valid_1's f1_score: 0.794415 [20] training's binary_logloss: 0.312216 training's f1_score: 0.762509 valid_1's binary_logloss: 0.387564 valid_1's f1_score: 0.788964
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.285286 training's f1_score: 0.782022 valid_1's binary_logloss: 0.385676 valid_1's f1_score: 0.791038 Early stopping, best iteration is: [5] training's binary_logloss: 0.364452 training's f1_score: 0.743446 valid_1's binary_logloss: 0.404818 valid_1's f1_score: 0.801775 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.356549 training's f1_score: 0.773553 valid_1's binary_logloss: 0.353678 valid_1's f1_score: 0.667799
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.333152 training's f1_score: 0.785257 valid_1's binary_logloss: 0.339022 valid_1's f1_score: 0.678571 [30] training's binary_logloss: 0.31339 training's f1_score: 0.797416 valid_1's binary_logloss: 0.327812 valid_1's f1_score: 0.686258 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.303669 training's f1_score: 0.801163 valid_1's binary_logloss: 0.327465 valid_1's f1_score: 0.677672
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.338394 training's f1_score: 0.784484 valid_1's binary_logloss: 0.420225 valid_1's f1_score: 0.606462 [20] training's binary_logloss: 0.315664 training's f1_score: 0.795609 valid_1's binary_logloss: 0.412557 valid_1's f1_score: 0.626866 [30] training's binary_logloss: 0.296794 training's f1_score: 0.808187 valid_1's binary_logloss: 0.406645 valid_1's f1_score: 0.633166 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.286926 training's f1_score: 0.816568 valid_1's binary_logloss: 0.400767 valid_1's f1_score: 0.633277 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.34677 training's f1_score: 0.747219 valid_1's binary_logloss: 0.397444 valid_1's f1_score: 0.773715 [20] training's binary_logloss: 0.323036 training's f1_score: 0.762998 valid_1's binary_logloss: 0.392435 valid_1's f1_score: 0.785486 [30] training's binary_logloss: 0.305253 training's f1_score: 0.776267 valid_1's binary_logloss: 0.390598 valid_1's f1_score: 0.786096 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.294052 training's f1_score: 0.786214 valid_1's binary_logloss: 0.391168 valid_1's f1_score: 0.786371
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.353908 training's f1_score: 0.765733 valid_1's binary_logloss: 0.347848 valid_1's f1_score: 0.743094 [20] training's binary_logloss: 0.332098 training's f1_score: 0.772583 valid_1's binary_logloss: 0.341648 valid_1's f1_score: 0.748123 [30] training's binary_logloss: 0.311163 training's f1_score: 0.790571 valid_1's binary_logloss: 0.337013 valid_1's f1_score: 0.753941 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.300951 training's f1_score: 0.796474 valid_1's binary_logloss: 0.334074 valid_1's f1_score: 0.753265
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.350492 training's f1_score: 0.739369 valid_1's binary_logloss: 0.387907 valid_1's f1_score: 0.796088 [20] training's binary_logloss: 0.331186 training's f1_score: 0.754917 valid_1's binary_logloss: 0.388111 valid_1's f1_score: 0.789268 [30] training's binary_logloss: 0.310668 training's f1_score: 0.770294 valid_1's binary_logloss: 0.386462 valid_1's f1_score: 0.787641 Early stopping, best iteration is: [5] training's binary_logloss: 0.37722 training's f1_score: 0.723868 valid_1's binary_logloss: 0.412745 valid_1's f1_score: 0.800817 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.366245 training's f1_score: 0.770446 valid_1's binary_logloss: 0.364232 valid_1's f1_score: 0.659208
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.344186 training's f1_score: 0.780109 valid_1's binary_logloss: 0.348433 valid_1's f1_score: 0.661642 [30] training's binary_logloss: 0.326951 training's f1_score: 0.791807 valid_1's binary_logloss: 0.336737 valid_1's f1_score: 0.669484 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.318711 training's f1_score: 0.797192 valid_1's binary_logloss: 0.334079 valid_1's f1_score: 0.675127 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.347729 training's f1_score: 0.784264 valid_1's binary_logloss: 0.424269 valid_1's f1_score: 0.609137 [20] training's binary_logloss: 0.324515 training's f1_score: 0.793125 valid_1's binary_logloss: 0.419149 valid_1's f1_score: 0.621667 [30] training's binary_logloss: 0.308509 training's f1_score: 0.805223 valid_1's binary_logloss: 0.41066 valid_1's f1_score: 0.629289 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.301302 training's f1_score: 0.809146 valid_1's binary_logloss: 0.408449 valid_1's f1_score: 0.626991 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.354943 training's f1_score: 0.745629 valid_1's binary_logloss: 0.399524 valid_1's f1_score: 0.779443
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.330974 training's f1_score: 0.756528 valid_1's binary_logloss: 0.388538 valid_1's f1_score: 0.782609 [30] training's binary_logloss: 0.315967 training's f1_score: 0.76965 valid_1's binary_logloss: 0.385155 valid_1's f1_score: 0.785256 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.307824 training's f1_score: 0.77448 valid_1's binary_logloss: 0.386146 valid_1's f1_score: 0.787097 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.363841 training's f1_score: 0.755641 valid_1's binary_logloss: 0.354999 valid_1's f1_score: 0.743412 [20] training's binary_logloss: 0.339699 training's f1_score: 0.767783 valid_1's binary_logloss: 0.345619 valid_1's f1_score: 0.750345 [30] training's binary_logloss: 0.324225 training's f1_score: 0.778738 valid_1's binary_logloss: 0.342036 valid_1's f1_score: 0.752584 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.318271 training's f1_score: 0.782539 valid_1's binary_logloss: 0.34243 valid_1's f1_score: 0.749656 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358137 training's f1_score: 0.73538 valid_1's binary_logloss: 0.393428 valid_1's f1_score: 0.7926
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.34075 training's f1_score: 0.746721 valid_1's binary_logloss: 0.385322 valid_1's f1_score: 0.793975 [30] training's binary_logloss: 0.32354 training's f1_score: 0.754853 valid_1's binary_logloss: 0.383265 valid_1's f1_score: 0.789525 Early stopping, best iteration is: [5] training's binary_logloss: 0.389264 training's f1_score: 0.719711 valid_1's binary_logloss: 0.425687 valid_1's f1_score: 0.800405 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.371833 training's f1_score: 0.766083 valid_1's binary_logloss: 0.365968 valid_1's f1_score: 0.659227 [20] training's binary_logloss: 0.348708 training's f1_score: 0.779573 valid_1's binary_logloss: 0.350703 valid_1's f1_score: 0.67173 [30] training's binary_logloss: 0.332768 training's f1_score: 0.787628 valid_1's binary_logloss: 0.336972 valid_1's f1_score: 0.682594 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.326288 training's f1_score: 0.791609 valid_1's binary_logloss: 0.333181 valid_1's f1_score: 0.687767 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.353361 training's f1_score: 0.773199 valid_1's binary_logloss: 0.421407 valid_1's f1_score: 0.607509 [20] training's binary_logloss: 0.329344 training's f1_score: 0.792289 valid_1's binary_logloss: 0.410283 valid_1's f1_score: 0.623529
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.315155 training's f1_score: 0.799566 valid_1's binary_logloss: 0.407504 valid_1's f1_score: 0.626364 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.308871 training's f1_score: 0.802544 valid_1's binary_logloss: 0.404213 valid_1's f1_score: 0.625839 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.364267 training's f1_score: 0.740766 valid_1's binary_logloss: 0.403659 valid_1's f1_score: 0.779151 [20] training's binary_logloss: 0.338233 training's f1_score: 0.753982 valid_1's binary_logloss: 0.388691 valid_1's f1_score: 0.786017 [30] training's binary_logloss: 0.325522 training's f1_score: 0.760406 valid_1's binary_logloss: 0.384864 valid_1's f1_score: 0.790648 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.317636 training's f1_score: 0.766876 valid_1's binary_logloss: 0.385289 valid_1's f1_score: 0.788298 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.370238 training's f1_score: 0.753284 valid_1's binary_logloss: 0.357776 valid_1's f1_score: 0.738013 [20] training's binary_logloss: 0.347128 training's f1_score: 0.765389 valid_1's binary_logloss: 0.347753 valid_1's f1_score: 0.746905
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.331385 training's f1_score: 0.774852 valid_1's binary_logloss: 0.341747 valid_1's f1_score: 0.753603 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.32471 training's f1_score: 0.780137 valid_1's binary_logloss: 0.34263 valid_1's f1_score: 0.754976 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.368062 training's f1_score: 0.729525 valid_1's binary_logloss: 0.396166 valid_1's f1_score: 0.793759
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.347697 training's f1_score: 0.745613 valid_1's binary_logloss: 0.388239 valid_1's f1_score: 0.801357 [30] training's binary_logloss: 0.331431 training's f1_score: 0.753991 valid_1's binary_logloss: 0.384128 valid_1's f1_score: 0.796701 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.324094 training's f1_score: 0.758312 valid_1's binary_logloss: 0.381931 valid_1's f1_score: 0.793589 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.400425 training's f1_score: 0.751364 valid_1's binary_logloss: 0.397232 valid_1's f1_score: 0.643658 [20] training's binary_logloss: 0.371031 training's f1_score: 0.76659 valid_1's binary_logloss: 0.370692 valid_1's f1_score: 0.654045 [30] training's binary_logloss: 0.357244 training's f1_score: 0.772797 valid_1's binary_logloss: 0.35718 valid_1's f1_score: 0.664384 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.351191 training's f1_score: 0.775859 valid_1's binary_logloss: 0.351492 valid_1's f1_score: 0.66838 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.382393 training's f1_score: 0.761378 valid_1's binary_logloss: 0.438005 valid_1's f1_score: 0.586265 [20] training's binary_logloss: 0.35347 training's f1_score: 0.773579 valid_1's binary_logloss: 0.42756 valid_1's f1_score: 0.604845
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.339715 training's f1_score: 0.787917 valid_1's binary_logloss: 0.420218 valid_1's f1_score: 0.620632 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.335479 training's f1_score: 0.789048 valid_1's binary_logloss: 0.417148 valid_1's f1_score: 0.628763 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.387067 training's f1_score: 0.724832 valid_1's binary_logloss: 0.42525 valid_1's f1_score: 0.76699
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.360415 training's f1_score: 0.740096 valid_1's binary_logloss: 0.40124 valid_1's f1_score: 0.775401 [30] training's binary_logloss: 0.347057 training's f1_score: 0.750765 valid_1's binary_logloss: 0.393372 valid_1's f1_score: 0.783029 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.342626 training's f1_score: 0.755261 valid_1's binary_logloss: 0.393033 valid_1's f1_score: 0.786022 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.398356 training's f1_score: 0.737461 valid_1's binary_logloss: 0.375953 valid_1's f1_score: 0.733333 [20] training's binary_logloss: 0.368965 training's f1_score: 0.757527 valid_1's binary_logloss: 0.355883 valid_1's f1_score: 0.747222 [30] training's binary_logloss: 0.356734 training's f1_score: 0.765054 valid_1's binary_logloss: 0.348207 valid_1's f1_score: 0.75672 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.350645 training's f1_score: 0.769428 valid_1's binary_logloss: 0.345418 valid_1's f1_score: 0.752762 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.394874 training's f1_score: 0.712253 valid_1's binary_logloss: 0.418165 valid_1's f1_score: 0.795667 [20] training's binary_logloss: 0.373215 training's f1_score: 0.728237 valid_1's binary_logloss: 0.397886 valid_1's f1_score: 0.795553
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.357352 training's f1_score: 0.738556 valid_1's binary_logloss: 0.389858 valid_1's f1_score: 0.797291 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.350519 training's f1_score: 0.740588 valid_1's binary_logloss: 0.386664 valid_1's f1_score: 0.793989 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33117 training's f1_score: 0.786366 valid_1's binary_logloss: 0.346228 valid_1's f1_score: 0.649916
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29929 training's f1_score: 0.809837 valid_1's binary_logloss: 0.341239 valid_1's f1_score: 0.664452 [30] training's binary_logloss: 0.273424 training's f1_score: 0.827543 valid_1's binary_logloss: 0.337694 valid_1's f1_score: 0.667799 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261234 training's f1_score: 0.836747 valid_1's binary_logloss: 0.334035 valid_1's f1_score: 0.666667 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.314626 training's f1_score: 0.797829 valid_1's binary_logloss: 0.40371 valid_1's f1_score: 0.612313 [20] training's binary_logloss: 0.285944 training's f1_score: 0.811037 valid_1's binary_logloss: 0.403262 valid_1's f1_score: 0.623529 [30] training's binary_logloss: 0.25389 training's f1_score: 0.835355 valid_1's binary_logloss: 0.403915 valid_1's f1_score: 0.623201 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239716 training's f1_score: 0.845338 valid_1's binary_logloss: 0.405373 valid_1's f1_score: 0.621459 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.318632 training's f1_score: 0.77062 valid_1's binary_logloss: 0.391357 valid_1's f1_score: 0.782609
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.283712 training's f1_score: 0.789663 valid_1's binary_logloss: 0.395552 valid_1's f1_score: 0.779108 [30] training's binary_logloss: 0.251342 training's f1_score: 0.816823 valid_1's binary_logloss: 0.401927 valid_1's f1_score: 0.765256 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.236506 training's f1_score: 0.830645 valid_1's binary_logloss: 0.40574 valid_1's f1_score: 0.760641 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327996 training's f1_score: 0.776396 valid_1's binary_logloss: 0.345274 valid_1's f1_score: 0.736697 [20] training's binary_logloss: 0.295095 training's f1_score: 0.799038 valid_1's binary_logloss: 0.336173 valid_1's f1_score: 0.746064 [30] training's binary_logloss: 0.265575 training's f1_score: 0.822573 valid_1's binary_logloss: 0.333276 valid_1's f1_score: 0.746352 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252894 training's f1_score: 0.836079 valid_1's binary_logloss: 0.334014 valid_1's f1_score: 0.745833 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326917 training's f1_score: 0.755245 valid_1's binary_logloss: 0.387312 valid_1's f1_score: 0.793253 [20] training's binary_logloss: 0.293262 training's f1_score: 0.779473 valid_1's binary_logloss: 0.390064 valid_1's f1_score: 0.793759
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.263586 training's f1_score: 0.798594 valid_1's binary_logloss: 0.391775 valid_1's f1_score: 0.788509 Early stopping, best iteration is: [4] training's binary_logloss: 0.365932 training's f1_score: 0.750224 valid_1's binary_logloss: 0.413077 valid_1's f1_score: 0.801404 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.331656 training's f1_score: 0.786301 valid_1's binary_logloss: 0.346091 valid_1's f1_score: 0.65604 [20] training's binary_logloss: 0.297847 training's f1_score: 0.808556 valid_1's binary_logloss: 0.335288 valid_1's f1_score: 0.662752 [30] training's binary_logloss: 0.269728 training's f1_score: 0.827554 valid_1's binary_logloss: 0.331736 valid_1's f1_score: 0.667237 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255571 training's f1_score: 0.836842 valid_1's binary_logloss: 0.327957 valid_1's f1_score: 0.660361 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.315066 training's f1_score: 0.798328 valid_1's binary_logloss: 0.404437 valid_1's f1_score: 0.617181
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.283066 training's f1_score: 0.813061 valid_1's binary_logloss: 0.408624 valid_1's f1_score: 0.627615 [30] training's binary_logloss: 0.254271 training's f1_score: 0.836261 valid_1's binary_logloss: 0.412402 valid_1's f1_score: 0.632378 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240678 training's f1_score: 0.846665 valid_1's binary_logloss: 0.406181 valid_1's f1_score: 0.631043 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.320945 training's f1_score: 0.765294 valid_1's binary_logloss: 0.390201 valid_1's f1_score: 0.777241 [20] training's binary_logloss: 0.284918 training's f1_score: 0.782817 valid_1's binary_logloss: 0.384291 valid_1's f1_score: 0.782515 [30] training's binary_logloss: 0.256919 training's f1_score: 0.806301 valid_1's binary_logloss: 0.390729 valid_1's f1_score: 0.781848 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242158 training's f1_score: 0.818862 valid_1's binary_logloss: 0.395757 valid_1's f1_score: 0.780461 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328979 training's f1_score: 0.778964 valid_1's binary_logloss: 0.342159 valid_1's f1_score: 0.737705
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.291534 training's f1_score: 0.804657 valid_1's binary_logloss: 0.334242 valid_1's f1_score: 0.749482 [30] training's binary_logloss: 0.263896 training's f1_score: 0.82399 valid_1's binary_logloss: 0.333777 valid_1's f1_score: 0.750867 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249714 training's f1_score: 0.833497 valid_1's binary_logloss: 0.335974 valid_1's f1_score: 0.750349 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327063 training's f1_score: 0.755032 valid_1's binary_logloss: 0.387285 valid_1's f1_score: 0.793253 [20] training's binary_logloss: 0.291628 training's f1_score: 0.778356 valid_1's binary_logloss: 0.391304 valid_1's f1_score: 0.786933 [30] training's binary_logloss: 0.26082 training's f1_score: 0.801615 valid_1's binary_logloss: 0.39044 valid_1's f1_score: 0.784063 Early stopping, best iteration is: [4] training's binary_logloss: 0.365963 training's f1_score: 0.750224 valid_1's binary_logloss: 0.413059 valid_1's f1_score: 0.801404 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33123 training's f1_score: 0.784272 valid_1's binary_logloss: 0.341208 valid_1's f1_score: 0.655348
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296171 training's f1_score: 0.805929 valid_1's binary_logloss: 0.333852 valid_1's f1_score: 0.666667 [30] training's binary_logloss: 0.269656 training's f1_score: 0.826979 valid_1's binary_logloss: 0.330909 valid_1's f1_score: 0.67069 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252992 training's f1_score: 0.833152 valid_1's binary_logloss: 0.330125 valid_1's f1_score: 0.674804 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.314367 training's f1_score: 0.798763 valid_1's binary_logloss: 0.410162 valid_1's f1_score: 0.609272 [20] training's binary_logloss: 0.285798 training's f1_score: 0.809222 valid_1's binary_logloss: 0.407261 valid_1's f1_score: 0.622407 [30] training's binary_logloss: 0.255923 training's f1_score: 0.830668 valid_1's binary_logloss: 0.404947 valid_1's f1_score: 0.627651 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242876 training's f1_score: 0.839642 valid_1's binary_logloss: 0.408649 valid_1's f1_score: 0.623201 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321068 training's f1_score: 0.764955 valid_1's binary_logloss: 0.390081 valid_1's f1_score: 0.776824
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.286317 training's f1_score: 0.782371 valid_1's binary_logloss: 0.385855 valid_1's f1_score: 0.779698 [30] training's binary_logloss: 0.259176 training's f1_score: 0.808826 valid_1's binary_logloss: 0.386729 valid_1's f1_score: 0.781897 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.243874 training's f1_score: 0.82267 valid_1's binary_logloss: 0.39318 valid_1's f1_score: 0.775872 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330092 training's f1_score: 0.77842 valid_1's binary_logloss: 0.343381 valid_1's f1_score: 0.742936 [20] training's binary_logloss: 0.298462 training's f1_score: 0.79833 valid_1's binary_logloss: 0.336358 valid_1's f1_score: 0.744345 [30] training's binary_logloss: 0.268526 training's f1_score: 0.817608 valid_1's binary_logloss: 0.334944 valid_1's f1_score: 0.75122 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252618 training's f1_score: 0.834256 valid_1's binary_logloss: 0.33671 valid_1's f1_score: 0.752793 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326724 training's f1_score: 0.755844 valid_1's binary_logloss: 0.384576 valid_1's f1_score: 0.793651
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294555 training's f1_score: 0.778584 valid_1's binary_logloss: 0.392524 valid_1's f1_score: 0.796685 [30] training's binary_logloss: 0.265053 training's f1_score: 0.79881 valid_1's binary_logloss: 0.392216 valid_1's f1_score: 0.788955 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247684 training's f1_score: 0.815734 valid_1's binary_logloss: 0.392553 valid_1's f1_score: 0.79049 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33274 training's f1_score: 0.783907 valid_1's binary_logloss: 0.342558 valid_1's f1_score: 0.656067 [20] training's binary_logloss: 0.297076 training's f1_score: 0.807892 valid_1's binary_logloss: 0.336068 valid_1's f1_score: 0.670588 [30] training's binary_logloss: 0.273963 training's f1_score: 0.823529 valid_1's binary_logloss: 0.331713 valid_1's f1_score: 0.679343 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.263019 training's f1_score: 0.830741 valid_1's binary_logloss: 0.329233 valid_1's f1_score: 0.6817 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.314185 training's f1_score: 0.797464 valid_1's binary_logloss: 0.411274 valid_1's f1_score: 0.608053 [20] training's binary_logloss: 0.285866 training's f1_score: 0.810174 valid_1's binary_logloss: 0.411026 valid_1's f1_score: 0.619205
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.258707 training's f1_score: 0.831218 valid_1's binary_logloss: 0.414974 valid_1's f1_score: 0.608985 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246881 training's f1_score: 0.840498 valid_1's binary_logloss: 0.409111 valid_1's f1_score: 0.618887 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322454 training's f1_score: 0.764428 valid_1's binary_logloss: 0.389819 valid_1's f1_score: 0.78
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.286944 training's f1_score: 0.786216 valid_1's binary_logloss: 0.385142 valid_1's f1_score: 0.78425 [30] training's binary_logloss: 0.259375 training's f1_score: 0.811239 valid_1's binary_logloss: 0.381942 valid_1's f1_score: 0.777778 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244536 training's f1_score: 0.825187 valid_1's binary_logloss: 0.385291 valid_1's f1_score: 0.778626 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329195 training's f1_score: 0.778951 valid_1's binary_logloss: 0.342952 valid_1's f1_score: 0.742779 [20] training's binary_logloss: 0.293931 training's f1_score: 0.799742 valid_1's binary_logloss: 0.336783 valid_1's f1_score: 0.748299 [30] training's binary_logloss: 0.265 training's f1_score: 0.824467 valid_1's binary_logloss: 0.338 valid_1's f1_score: 0.750685 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253276 training's f1_score: 0.832081 valid_1's binary_logloss: 0.339447 valid_1's f1_score: 0.751724 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325526 training's f1_score: 0.754588 valid_1's binary_logloss: 0.384599 valid_1's f1_score: 0.796503 [20] training's binary_logloss: 0.295114 training's f1_score: 0.77315 valid_1's binary_logloss: 0.387792 valid_1's f1_score: 0.795898 [30] training's binary_logloss: 0.265017 training's f1_score: 0.8 valid_1's binary_logloss: 0.388572 valid_1's f1_score: 0.793667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249519 training's f1_score: 0.814723 valid_1's binary_logloss: 0.388334 valid_1's f1_score: 0.792434 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332527 training's f1_score: 0.786531 valid_1's binary_logloss: 0.340875 valid_1's f1_score: 0.66552 [20] training's binary_logloss: 0.300139 training's f1_score: 0.804531 valid_1's binary_logloss: 0.331448 valid_1's f1_score: 0.671245 [30] training's binary_logloss: 0.272261 training's f1_score: 0.823075 valid_1's binary_logloss: 0.324793 valid_1's f1_score: 0.659556 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258952 training's f1_score: 0.834007 valid_1's binary_logloss: 0.322131 valid_1's f1_score: 0.669039 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.314897 training's f1_score: 0.797083 valid_1's binary_logloss: 0.412192 valid_1's f1_score: 0.601653
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.284477 training's f1_score: 0.809966 valid_1's binary_logloss: 0.406487 valid_1's f1_score: 0.625839 [30] training's binary_logloss: 0.254819 training's f1_score: 0.832446 valid_1's binary_logloss: 0.408815 valid_1's f1_score: 0.621277 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240583 training's f1_score: 0.84262 valid_1's binary_logloss: 0.406176 valid_1's f1_score: 0.622754 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.320471 training's f1_score: 0.765445 valid_1's binary_logloss: 0.393292 valid_1's f1_score: 0.777423 [20] training's binary_logloss: 0.287022 training's f1_score: 0.784797 valid_1's binary_logloss: 0.388535 valid_1's f1_score: 0.780593 [30] training's binary_logloss: 0.256129 training's f1_score: 0.812272 valid_1's binary_logloss: 0.390302 valid_1's f1_score: 0.776136 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242706 training's f1_score: 0.827346 valid_1's binary_logloss: 0.395891 valid_1's f1_score: 0.777412 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330223 training's f1_score: 0.780099 valid_1's binary_logloss: 0.344153 valid_1's f1_score: 0.740893
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294629 training's f1_score: 0.801155 valid_1's binary_logloss: 0.339791 valid_1's f1_score: 0.749136 [30] training's binary_logloss: 0.268347 training's f1_score: 0.825932 valid_1's binary_logloss: 0.332645 valid_1's f1_score: 0.750173 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254657 training's f1_score: 0.833116 valid_1's binary_logloss: 0.330841 valid_1's f1_score: 0.759246
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32802 training's f1_score: 0.755693 valid_1's binary_logloss: 0.384988 valid_1's f1_score: 0.789852 [20] training's binary_logloss: 0.297071 training's f1_score: 0.777184 valid_1's binary_logloss: 0.388266 valid_1's f1_score: 0.793037 [30] training's binary_logloss: 0.263191 training's f1_score: 0.796491 valid_1's binary_logloss: 0.393138 valid_1's f1_score: 0.786517 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246118 training's f1_score: 0.808774 valid_1's binary_logloss: 0.393861 valid_1's f1_score: 0.785222 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336276 training's f1_score: 0.78825 valid_1's binary_logloss: 0.343107 valid_1's f1_score: 0.674138
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.308208 training's f1_score: 0.798407 valid_1's binary_logloss: 0.334198 valid_1's f1_score: 0.678082 [30] training's binary_logloss: 0.283002 training's f1_score: 0.817509 valid_1's binary_logloss: 0.327169 valid_1's f1_score: 0.684529 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268978 training's f1_score: 0.830294 valid_1's binary_logloss: 0.32507 valid_1's f1_score: 0.683305 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318304 training's f1_score: 0.795991 valid_1's binary_logloss: 0.419619 valid_1's f1_score: 0.608487 [20] training's binary_logloss: 0.292255 training's f1_score: 0.806577 valid_1's binary_logloss: 0.405356 valid_1's f1_score: 0.626446 [30] training's binary_logloss: 0.26571 training's f1_score: 0.826019 valid_1's binary_logloss: 0.403801 valid_1's f1_score: 0.62963 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253214 training's f1_score: 0.836135 valid_1's binary_logloss: 0.399094 valid_1's f1_score: 0.632116 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32501 training's f1_score: 0.766052 valid_1's binary_logloss: 0.3908 valid_1's f1_score: 0.786096 [20] training's binary_logloss: 0.296402 training's f1_score: 0.776871 valid_1's binary_logloss: 0.382622 valid_1's f1_score: 0.79007
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.269504 training's f1_score: 0.799105 valid_1's binary_logloss: 0.388337 valid_1's f1_score: 0.788274 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256747 training's f1_score: 0.810539 valid_1's binary_logloss: 0.390229 valid_1's f1_score: 0.782324
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333676 training's f1_score: 0.774829 valid_1's binary_logloss: 0.344032 valid_1's f1_score: 0.734915 [20] training's binary_logloss: 0.30551 training's f1_score: 0.795258 valid_1's binary_logloss: 0.3411 valid_1's f1_score: 0.742741 [30] training's binary_logloss: 0.278352 training's f1_score: 0.812813 valid_1's binary_logloss: 0.335811 valid_1's f1_score: 0.745392 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265796 training's f1_score: 0.824274 valid_1's binary_logloss: 0.335139 valid_1's f1_score: 0.750858 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.332239 training's f1_score: 0.749743 valid_1's binary_logloss: 0.384961 valid_1's f1_score: 0.790878
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.305357 training's f1_score: 0.769178 valid_1's binary_logloss: 0.38894 valid_1's f1_score: 0.789036 [30] training's binary_logloss: 0.275096 training's f1_score: 0.793484 valid_1's binary_logloss: 0.391226 valid_1's f1_score: 0.78381 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261912 training's f1_score: 0.806196 valid_1's binary_logloss: 0.391981 valid_1's f1_score: 0.789916 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.340794 training's f1_score: 0.784787 valid_1's binary_logloss: 0.342703 valid_1's f1_score: 0.671233 [20] training's binary_logloss: 0.314706 training's f1_score: 0.797686 valid_1's binary_logloss: 0.334557 valid_1's f1_score: 0.682012 [30] training's binary_logloss: 0.290534 training's f1_score: 0.813936 valid_1's binary_logloss: 0.324372 valid_1's f1_score: 0.676081 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.278543 training's f1_score: 0.822257 valid_1's binary_logloss: 0.324571 valid_1's f1_score: 0.683656 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322283 training's f1_score: 0.793146 valid_1's binary_logloss: 0.412991 valid_1's f1_score: 0.606209 [20] training's binary_logloss: 0.296702 training's f1_score: 0.805299 valid_1's binary_logloss: 0.405819 valid_1's f1_score: 0.616653
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.270741 training's f1_score: 0.822722 valid_1's binary_logloss: 0.404584 valid_1's f1_score: 0.622074 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259593 training's f1_score: 0.831376 valid_1's binary_logloss: 0.400303 valid_1's f1_score: 0.628475 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329746 training's f1_score: 0.76176 valid_1's binary_logloss: 0.391068 valid_1's f1_score: 0.789782
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300182 training's f1_score: 0.780263 valid_1's binary_logloss: 0.384514 valid_1's f1_score: 0.787976 [30] training's binary_logloss: 0.279018 training's f1_score: 0.795305 valid_1's binary_logloss: 0.384735 valid_1's f1_score: 0.784824 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.26483 training's f1_score: 0.807512 valid_1's binary_logloss: 0.386654 valid_1's f1_score: 0.78778 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.33836 training's f1_score: 0.776665 valid_1's binary_logloss: 0.343469 valid_1's f1_score: 0.74145 [20] training's binary_logloss: 0.309248 training's f1_score: 0.793214 valid_1's binary_logloss: 0.337209 valid_1's f1_score: 0.753247 [30] training's binary_logloss: 0.285975 training's f1_score: 0.808778 valid_1's binary_logloss: 0.332181 valid_1's f1_score: 0.751037 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.273968 training's f1_score: 0.817111 valid_1's binary_logloss: 0.331341 valid_1's f1_score: 0.75891 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336882 training's f1_score: 0.749023 valid_1's binary_logloss: 0.386556 valid_1's f1_score: 0.796323
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.312958 training's f1_score: 0.763867 valid_1's binary_logloss: 0.388712 valid_1's f1_score: 0.795709 [30] training's binary_logloss: 0.287627 training's f1_score: 0.782503 valid_1's binary_logloss: 0.385016 valid_1's f1_score: 0.797642 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.276224 training's f1_score: 0.792959 valid_1's binary_logloss: 0.383388 valid_1's f1_score: 0.796287 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.356793 training's f1_score: 0.773435 valid_1's binary_logloss: 0.354112 valid_1's f1_score: 0.666667 [20] training's binary_logloss: 0.33274 training's f1_score: 0.785508 valid_1's binary_logloss: 0.341263 valid_1's f1_score: 0.674556 [30] training's binary_logloss: 0.316007 training's f1_score: 0.795656 valid_1's binary_logloss: 0.331668 valid_1's f1_score: 0.684885 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.305234 training's f1_score: 0.800245 valid_1's binary_logloss: 0.328174 valid_1's f1_score: 0.689061 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337199 training's f1_score: 0.786824 valid_1's binary_logloss: 0.418847 valid_1's f1_score: 0.607973 [20] training's binary_logloss: 0.316273 training's f1_score: 0.794643 valid_1's binary_logloss: 0.41067 valid_1's f1_score: 0.628952
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.298193 training's f1_score: 0.80739 valid_1's binary_logloss: 0.405769 valid_1's f1_score: 0.628141 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.288282 training's f1_score: 0.814746 valid_1's binary_logloss: 0.402171 valid_1's f1_score: 0.631757 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.346583 training's f1_score: 0.754902 valid_1's binary_logloss: 0.398629 valid_1's f1_score: 0.776358
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.324002 training's f1_score: 0.762018 valid_1's binary_logloss: 0.390175 valid_1's f1_score: 0.784 [30] training's binary_logloss: 0.303552 training's f1_score: 0.779429 valid_1's binary_logloss: 0.387729 valid_1's f1_score: 0.785408 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.292883 training's f1_score: 0.790666 valid_1's binary_logloss: 0.389603 valid_1's f1_score: 0.787325 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.354281 training's f1_score: 0.763677 valid_1's binary_logloss: 0.346611 valid_1's f1_score: 0.747754 [20] training's binary_logloss: 0.330381 training's f1_score: 0.774988 valid_1's binary_logloss: 0.338735 valid_1's f1_score: 0.752556 [30] training's binary_logloss: 0.313941 training's f1_score: 0.78966 valid_1's binary_logloss: 0.335032 valid_1's f1_score: 0.753444 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.304418 training's f1_score: 0.795053 valid_1's binary_logloss: 0.334867 valid_1's f1_score: 0.749141 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.350801 training's f1_score: 0.740003 valid_1's binary_logloss: 0.387739 valid_1's f1_score: 0.796088
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.330033 training's f1_score: 0.755182 valid_1's binary_logloss: 0.385439 valid_1's f1_score: 0.793356 [30] training's binary_logloss: 0.310108 training's f1_score: 0.769657 valid_1's binary_logloss: 0.381629 valid_1's f1_score: 0.789422 Early stopping, best iteration is: [5] training's binary_logloss: 0.377393 training's f1_score: 0.723737 valid_1's binary_logloss: 0.412698 valid_1's f1_score: 0.800408
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.36643 training's f1_score: 0.77073 valid_1's binary_logloss: 0.364923 valid_1's f1_score: 0.657487 [20] training's binary_logloss: 0.343839 training's f1_score: 0.780362 valid_1's binary_logloss: 0.348004 valid_1's f1_score: 0.663873 [30] training's binary_logloss: 0.327494 training's f1_score: 0.788008 valid_1's binary_logloss: 0.336377 valid_1's f1_score: 0.669499 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.320089 training's f1_score: 0.793056 valid_1's binary_logloss: 0.334852 valid_1's f1_score: 0.67173 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.348113 training's f1_score: 0.783716 valid_1's binary_logloss: 0.425078 valid_1's f1_score: 0.606419
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.325434 training's f1_score: 0.794669 valid_1's binary_logloss: 0.417365 valid_1's f1_score: 0.621375 [30] training's binary_logloss: 0.308575 training's f1_score: 0.803289 valid_1's binary_logloss: 0.408765 valid_1's f1_score: 0.624066 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.300949 training's f1_score: 0.806947 valid_1's binary_logloss: 0.406874 valid_1's f1_score: 0.625104 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.355023 training's f1_score: 0.746228 valid_1's binary_logloss: 0.399965 valid_1's f1_score: 0.77861 [20] training's binary_logloss: 0.331157 training's f1_score: 0.756519 valid_1's binary_logloss: 0.387782 valid_1's f1_score: 0.784689 [30] training's binary_logloss: 0.316881 training's f1_score: 0.766088 valid_1's binary_logloss: 0.384025 valid_1's f1_score: 0.78135 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.309845 training's f1_score: 0.773161 valid_1's binary_logloss: 0.386067 valid_1's f1_score: 0.778495 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.363821 training's f1_score: 0.755605 valid_1's binary_logloss: 0.355202 valid_1's f1_score: 0.743056 [20] training's binary_logloss: 0.3409 training's f1_score: 0.768396 valid_1's binary_logloss: 0.344219 valid_1's f1_score: 0.742897
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.324529 training's f1_score: 0.780433 valid_1's binary_logloss: 0.33865 valid_1's f1_score: 0.752066 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.317277 training's f1_score: 0.787656 valid_1's binary_logloss: 0.338716 valid_1's f1_score: 0.750853 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358269 training's f1_score: 0.735597 valid_1's binary_logloss: 0.393525 valid_1's f1_score: 0.792012
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.340402 training's f1_score: 0.744439 valid_1's binary_logloss: 0.387374 valid_1's f1_score: 0.789525 [30] training's binary_logloss: 0.322336 training's f1_score: 0.757815 valid_1's binary_logloss: 0.383433 valid_1's f1_score: 0.789525 Early stopping, best iteration is: [5] training's binary_logloss: 0.389298 training's f1_score: 0.719609 valid_1's binary_logloss: 0.425839 valid_1's f1_score: 0.800405
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3726 training's f1_score: 0.767259 valid_1's binary_logloss: 0.369318 valid_1's f1_score: 0.64926 [20] training's binary_logloss: 0.348455 training's f1_score: 0.780303 valid_1's binary_logloss: 0.350105 valid_1's f1_score: 0.672819 [30] training's binary_logloss: 0.3313 training's f1_score: 0.788323 valid_1's binary_logloss: 0.336157 valid_1's f1_score: 0.685567 Did not meet early stopping. Best iteration is: [35] training's binary_logloss: 0.326705 training's f1_score: 0.79136 valid_1's binary_logloss: 0.333099 valid_1's f1_score: 0.681583 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.353478 training's f1_score: 0.773006 valid_1's binary_logloss: 0.421419 valid_1's f1_score: 0.609589
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.329511 training's f1_score: 0.792476 valid_1's binary_logloss: 0.409895 valid_1's f1_score: 0.624685 [30] training's binary_logloss: 0.315584 training's f1_score: 0.799256 valid_1's binary_logloss: 0.40564 valid_1's f1_score: 0.626991 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.308898 training's f1_score: 0.802793 valid_1's binary_logloss: 0.403007 valid_1's f1_score: 0.628571 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.362211 training's f1_score: 0.743075 valid_1's binary_logloss: 0.40279 valid_1's f1_score: 0.776636 [20] training's binary_logloss: 0.340287 training's f1_score: 0.753982 valid_1's binary_logloss: 0.391825 valid_1's f1_score: 0.785335 [30] training's binary_logloss: 0.325393 training's f1_score: 0.762324 valid_1's binary_logloss: 0.387248 valid_1's f1_score: 0.782147 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.3179 training's f1_score: 0.767872 valid_1's binary_logloss: 0.38675 valid_1's f1_score: 0.785905 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.370356 training's f1_score: 0.753084 valid_1's binary_logloss: 0.357831 valid_1's f1_score: 0.738889 [20] training's binary_logloss: 0.346999 training's f1_score: 0.767045 valid_1's binary_logloss: 0.345127 valid_1's f1_score: 0.750343
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.333485 training's f1_score: 0.774872 valid_1's binary_logloss: 0.340986 valid_1's f1_score: 0.753762 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.327326 training's f1_score: 0.77932 valid_1's binary_logloss: 0.340479 valid_1's f1_score: 0.755464 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.368137 training's f1_score: 0.729056 valid_1's binary_logloss: 0.396208 valid_1's f1_score: 0.793759
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.347849 training's f1_score: 0.745359 valid_1's binary_logloss: 0.38823 valid_1's f1_score: 0.801164 [30] training's binary_logloss: 0.331534 training's f1_score: 0.754464 valid_1's binary_logloss: 0.384191 valid_1's f1_score: 0.79689 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.324255 training's f1_score: 0.758181 valid_1's binary_logloss: 0.381907 valid_1's f1_score: 0.79456 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.40018 training's f1_score: 0.750934 valid_1's binary_logloss: 0.396034 valid_1's f1_score: 0.643658 [20] training's binary_logloss: 0.3704 training's f1_score: 0.765239 valid_1's binary_logloss: 0.370423 valid_1's f1_score: 0.653979 [30] training's binary_logloss: 0.357492 training's f1_score: 0.771962 valid_1's binary_logloss: 0.358507 valid_1's f1_score: 0.660393 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.350605 training's f1_score: 0.775172 valid_1's binary_logloss: 0.350894 valid_1's f1_score: 0.664366 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.382467 training's f1_score: 0.761182 valid_1's binary_logloss: 0.438045 valid_1's f1_score: 0.586265
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.353571 training's f1_score: 0.7737 valid_1's binary_logloss: 0.427596 valid_1's f1_score: 0.604845 [30] training's binary_logloss: 0.339835 training's f1_score: 0.787539 valid_1's binary_logloss: 0.420255 valid_1's f1_score: 0.620632 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.33495 training's f1_score: 0.789539 valid_1's binary_logloss: 0.415978 valid_1's f1_score: 0.63202
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.38713 training's f1_score: 0.724832 valid_1's binary_logloss: 0.425304 valid_1's f1_score: 0.76699 [20] training's binary_logloss: 0.360502 training's f1_score: 0.740222 valid_1's binary_logloss: 0.401297 valid_1's f1_score: 0.775401 [30] training's binary_logloss: 0.347168 training's f1_score: 0.750893 valid_1's binary_logloss: 0.39343 valid_1's f1_score: 0.782375 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.342751 training's f1_score: 0.754416 valid_1's binary_logloss: 0.393074 valid_1's f1_score: 0.786022 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.398427 training's f1_score: 0.737461 valid_1's binary_logloss: 0.376003 valid_1's f1_score: 0.733333
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.36906 training's f1_score: 0.757328 valid_1's binary_logloss: 0.355923 valid_1's f1_score: 0.747222 [30] training's binary_logloss: 0.356852 training's f1_score: 0.764931 valid_1's binary_logloss: 0.348244 valid_1's f1_score: 0.757241 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.351852 training's f1_score: 0.766284 valid_1's binary_logloss: 0.347297 valid_1's f1_score: 0.753103 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.39562 training's f1_score: 0.713692 valid_1's binary_logloss: 0.419135 valid_1's f1_score: 0.796059 [20] training's binary_logloss: 0.371329 training's f1_score: 0.729702 valid_1's binary_logloss: 0.396778 valid_1's f1_score: 0.796905 [30] training's binary_logloss: 0.355695 training's f1_score: 0.737348 valid_1's binary_logloss: 0.388685 valid_1's f1_score: 0.796709 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.349614 training's f1_score: 0.742591 valid_1's binary_logloss: 0.385377 valid_1's f1_score: 0.798446 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330506 training's f1_score: 0.78928 valid_1's binary_logloss: 0.338307 valid_1's f1_score: 0.668971
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.300488 training's f1_score: 0.807586 valid_1's binary_logloss: 0.332731 valid_1's f1_score: 0.666102 [30] training's binary_logloss: 0.272829 training's f1_score: 0.824765 valid_1's binary_logloss: 0.330089 valid_1's f1_score: 0.664957 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256376 training's f1_score: 0.838169 valid_1's binary_logloss: 0.326956 valid_1's f1_score: 0.678756 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.314552 training's f1_score: 0.795426 valid_1's binary_logloss: 0.411365 valid_1's f1_score: 0.601799 [20] training's binary_logloss: 0.284127 training's f1_score: 0.811639 valid_1's binary_logloss: 0.409597 valid_1's f1_score: 0.615257 [30] training's binary_logloss: 0.254234 training's f1_score: 0.833672 valid_1's binary_logloss: 0.403058 valid_1's f1_score: 0.626917 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242005 training's f1_score: 0.845115 valid_1's binary_logloss: 0.402094 valid_1's f1_score: 0.626815 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322321 training's f1_score: 0.763704 valid_1's binary_logloss: 0.390442 valid_1's f1_score: 0.77959
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.288795 training's f1_score: 0.784589 valid_1's binary_logloss: 0.388013 valid_1's f1_score: 0.779679 [30] training's binary_logloss: 0.257218 training's f1_score: 0.81238 valid_1's binary_logloss: 0.386895 valid_1's f1_score: 0.782232 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244599 training's f1_score: 0.823755 valid_1's binary_logloss: 0.38642 valid_1's f1_score: 0.779292 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330079 training's f1_score: 0.77843 valid_1's binary_logloss: 0.338968 valid_1's f1_score: 0.744695 [20] training's binary_logloss: 0.297185 training's f1_score: 0.804313 valid_1's binary_logloss: 0.336805 valid_1's f1_score: 0.751032 [30] training's binary_logloss: 0.271962 training's f1_score: 0.818949 valid_1's binary_logloss: 0.335938 valid_1's f1_score: 0.749828 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257533 training's f1_score: 0.82564 valid_1's binary_logloss: 0.333518 valid_1's f1_score: 0.74548 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325715 training's f1_score: 0.757255 valid_1's binary_logloss: 0.382498 valid_1's f1_score: 0.802708 [20] training's binary_logloss: 0.296637 training's f1_score: 0.774582 valid_1's binary_logloss: 0.391099 valid_1's f1_score: 0.789474
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.265964 training's f1_score: 0.798048 valid_1's binary_logloss: 0.39554 valid_1's f1_score: 0.79056 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.248337 training's f1_score: 0.812933 valid_1's binary_logloss: 0.397437 valid_1's f1_score: 0.789916 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330429 training's f1_score: 0.78928 valid_1's binary_logloss: 0.339007 valid_1's f1_score: 0.668971
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.299003 training's f1_score: 0.807639 valid_1's binary_logloss: 0.330935 valid_1's f1_score: 0.677995 [30] training's binary_logloss: 0.270053 training's f1_score: 0.827054 valid_1's binary_logloss: 0.322761 valid_1's f1_score: 0.675302 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25797 training's f1_score: 0.834653 valid_1's binary_logloss: 0.324798 valid_1's f1_score: 0.67301 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.314643 training's f1_score: 0.794987 valid_1's binary_logloss: 0.411647 valid_1's f1_score: 0.602808 [20] training's binary_logloss: 0.285288 training's f1_score: 0.813827 valid_1's binary_logloss: 0.402423 valid_1's f1_score: 0.620401 [30] training's binary_logloss: 0.255477 training's f1_score: 0.832968 valid_1's binary_logloss: 0.40338 valid_1's f1_score: 0.622449 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.240471 training's f1_score: 0.844172 valid_1's binary_logloss: 0.401625 valid_1's f1_score: 0.625 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322833 training's f1_score: 0.765524 valid_1's binary_logloss: 0.390524 valid_1's f1_score: 0.777602
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.287751 training's f1_score: 0.785873 valid_1's binary_logloss: 0.389338 valid_1's f1_score: 0.776394 [30] training's binary_logloss: 0.255067 training's f1_score: 0.81209 valid_1's binary_logloss: 0.391333 valid_1's f1_score: 0.776136 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.239423 training's f1_score: 0.82892 valid_1's binary_logloss: 0.396791 valid_1's f1_score: 0.770255 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.330144 training's f1_score: 0.778994 valid_1's binary_logloss: 0.338865 valid_1's f1_score: 0.743836 [20] training's binary_logloss: 0.295142 training's f1_score: 0.803284 valid_1's binary_logloss: 0.334614 valid_1's f1_score: 0.752407 [30] training's binary_logloss: 0.266297 training's f1_score: 0.824522 valid_1's binary_logloss: 0.332299 valid_1's f1_score: 0.759388 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251674 training's f1_score: 0.835889 valid_1's binary_logloss: 0.333034 valid_1's f1_score: 0.752613 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325106 training's f1_score: 0.757441 valid_1's binary_logloss: 0.382467 valid_1's f1_score: 0.801946
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292022 training's f1_score: 0.77772 valid_1's binary_logloss: 0.39015 valid_1's f1_score: 0.793171 [30] training's binary_logloss: 0.26711 training's f1_score: 0.797552 valid_1's binary_logloss: 0.394172 valid_1's f1_score: 0.788119 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251619 training's f1_score: 0.813253 valid_1's binary_logloss: 0.393022 valid_1's f1_score: 0.786461
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329901 training's f1_score: 0.788417 valid_1's binary_logloss: 0.339394 valid_1's f1_score: 0.662045 [20] training's binary_logloss: 0.297878 training's f1_score: 0.807864 valid_1's binary_logloss: 0.33301 valid_1's f1_score: 0.675862 [30] training's binary_logloss: 0.268959 training's f1_score: 0.827415 valid_1's binary_logloss: 0.32752 valid_1's f1_score: 0.673703 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.256344 training's f1_score: 0.838308 valid_1's binary_logloss: 0.32605 valid_1's f1_score: 0.675532 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.314852 training's f1_score: 0.794177 valid_1's binary_logloss: 0.411746 valid_1's f1_score: 0.601653
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.281691 training's f1_score: 0.813054 valid_1's binary_logloss: 0.403372 valid_1's f1_score: 0.622594 [30] training's binary_logloss: 0.25372 training's f1_score: 0.834013 valid_1's binary_logloss: 0.401793 valid_1's f1_score: 0.630508 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238413 training's f1_score: 0.846202 valid_1's binary_logloss: 0.404312 valid_1's f1_score: 0.627018 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32083 training's f1_score: 0.766943 valid_1's binary_logloss: 0.389554 valid_1's f1_score: 0.779138 [20] training's binary_logloss: 0.289127 training's f1_score: 0.785592 valid_1's binary_logloss: 0.38946 valid_1's f1_score: 0.772406 [30] training's binary_logloss: 0.258972 training's f1_score: 0.810437 valid_1's binary_logloss: 0.394405 valid_1's f1_score: 0.775824 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.246185 training's f1_score: 0.822937 valid_1's binary_logloss: 0.398259 valid_1's f1_score: 0.768891 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330557 training's f1_score: 0.779764 valid_1's binary_logloss: 0.340451 valid_1's f1_score: 0.73677 [20] training's binary_logloss: 0.297113 training's f1_score: 0.797501 valid_1's binary_logloss: 0.33458 valid_1's f1_score: 0.75242
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.265642 training's f1_score: 0.820713 valid_1's binary_logloss: 0.335038 valid_1's f1_score: 0.753121 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.251815 training's f1_score: 0.833661 valid_1's binary_logloss: 0.33246 valid_1's f1_score: 0.74896 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325963 training's f1_score: 0.757711 valid_1's binary_logloss: 0.382478 valid_1's f1_score: 0.802523
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.293753 training's f1_score: 0.778085 valid_1's binary_logloss: 0.385734 valid_1's f1_score: 0.80117 [30] training's binary_logloss: 0.264682 training's f1_score: 0.799231 valid_1's binary_logloss: 0.390046 valid_1's f1_score: 0.792118 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247928 training's f1_score: 0.81323 valid_1's binary_logloss: 0.393963 valid_1's f1_score: 0.790074 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333739 training's f1_score: 0.78454 valid_1's binary_logloss: 0.340259 valid_1's f1_score: 0.669528 [20] training's binary_logloss: 0.302593 training's f1_score: 0.803982 valid_1's binary_logloss: 0.332751 valid_1's f1_score: 0.668372 [30] training's binary_logloss: 0.272441 training's f1_score: 0.823348 valid_1's binary_logloss: 0.327761 valid_1's f1_score: 0.671316 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257774 training's f1_score: 0.834443 valid_1's binary_logloss: 0.327982 valid_1's f1_score: 0.675485 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.316409 training's f1_score: 0.798013 valid_1's binary_logloss: 0.411415 valid_1's f1_score: 0.613355
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.284831 training's f1_score: 0.8097 valid_1's binary_logloss: 0.404825 valid_1's f1_score: 0.61755 [30] training's binary_logloss: 0.257521 training's f1_score: 0.834143 valid_1's binary_logloss: 0.406467 valid_1's f1_score: 0.612279 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.244575 training's f1_score: 0.842983 valid_1's binary_logloss: 0.403069 valid_1's f1_score: 0.617221 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.321649 training's f1_score: 0.764856 valid_1's binary_logloss: 0.390427 valid_1's f1_score: 0.787007 [20] training's binary_logloss: 0.291274 training's f1_score: 0.779857 valid_1's binary_logloss: 0.389644 valid_1's f1_score: 0.781199 [30] training's binary_logloss: 0.262175 training's f1_score: 0.807036 valid_1's binary_logloss: 0.389002 valid_1's f1_score: 0.776445 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.24768 training's f1_score: 0.820424 valid_1's binary_logloss: 0.392449 valid_1's f1_score: 0.775578 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329414 training's f1_score: 0.779365 valid_1's binary_logloss: 0.344847 valid_1's f1_score: 0.743555
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295227 training's f1_score: 0.801218 valid_1's binary_logloss: 0.339579 valid_1's f1_score: 0.746612 [30] training's binary_logloss: 0.265415 training's f1_score: 0.827485 valid_1's binary_logloss: 0.337316 valid_1's f1_score: 0.758573 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.252418 training's f1_score: 0.838583 valid_1's binary_logloss: 0.338216 valid_1's f1_score: 0.754508
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328604 training's f1_score: 0.759298 valid_1's binary_logloss: 0.385222 valid_1's f1_score: 0.791946 [20] training's binary_logloss: 0.296876 training's f1_score: 0.775277 valid_1's binary_logloss: 0.387821 valid_1's f1_score: 0.794734 [30] training's binary_logloss: 0.268325 training's f1_score: 0.795025 valid_1's binary_logloss: 0.389176 valid_1's f1_score: 0.787819 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250822 training's f1_score: 0.809541 valid_1's binary_logloss: 0.387101 valid_1's f1_score: 0.792266 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335016 training's f1_score: 0.785476 valid_1's binary_logloss: 0.340025 valid_1's f1_score: 0.663801
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.30193 training's f1_score: 0.80581 valid_1's binary_logloss: 0.331958 valid_1's f1_score: 0.669535 [30] training's binary_logloss: 0.273453 training's f1_score: 0.824583 valid_1's binary_logloss: 0.323771 valid_1's f1_score: 0.673666 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.261307 training's f1_score: 0.831269 valid_1's binary_logloss: 0.32398 valid_1's f1_score: 0.680176
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.31652 training's f1_score: 0.798383 valid_1's binary_logloss: 0.410955 valid_1's f1_score: 0.610561 [20] training's binary_logloss: 0.287284 training's f1_score: 0.810525 valid_1's binary_logloss: 0.404545 valid_1's f1_score: 0.621212 [30] training's binary_logloss: 0.257892 training's f1_score: 0.830847 valid_1's binary_logloss: 0.408736 valid_1's f1_score: 0.621327 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.242524 training's f1_score: 0.846581 valid_1's binary_logloss: 0.406569 valid_1's f1_score: 0.615253 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.321247 training's f1_score: 0.7631 valid_1's binary_logloss: 0.391341 valid_1's f1_score: 0.779841 [20] training's binary_logloss: 0.292135 training's f1_score: 0.779384 valid_1's binary_logloss: 0.385008 valid_1's f1_score: 0.783726 [30] training's binary_logloss: 0.262182 training's f1_score: 0.810092 valid_1's binary_logloss: 0.387914 valid_1's f1_score: 0.783179 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.249121 training's f1_score: 0.820833 valid_1's binary_logloss: 0.391002 valid_1's f1_score: 0.782276 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.330775 training's f1_score: 0.777973 valid_1's binary_logloss: 0.345631 valid_1's f1_score: 0.73922 [20] training's binary_logloss: 0.298048 training's f1_score: 0.799615 valid_1's binary_logloss: 0.338641 valid_1's f1_score: 0.752231
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.269701 training's f1_score: 0.819683 valid_1's binary_logloss: 0.337437 valid_1's f1_score: 0.749136 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.259001 training's f1_score: 0.830348 valid_1's binary_logloss: 0.339159 valid_1's f1_score: 0.755678
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327231 training's f1_score: 0.752869 valid_1's binary_logloss: 0.383377 valid_1's f1_score: 0.792363 [20] training's binary_logloss: 0.298189 training's f1_score: 0.772538 valid_1's binary_logloss: 0.387942 valid_1's f1_score: 0.785264 [30] training's binary_logloss: 0.26821 training's f1_score: 0.798679 valid_1's binary_logloss: 0.394109 valid_1's f1_score: 0.78197 Early stopping, best iteration is: [4] training's binary_logloss: 0.367784 training's f1_score: 0.747355 valid_1's binary_logloss: 0.411768 valid_1's f1_score: 0.801404 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337739 training's f1_score: 0.78661 valid_1's binary_logloss: 0.345618 valid_1's f1_score: 0.665523
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.309436 training's f1_score: 0.800854 valid_1's binary_logloss: 0.338259 valid_1's f1_score: 0.668942 [30] training's binary_logloss: 0.283785 training's f1_score: 0.815818 valid_1's binary_logloss: 0.329806 valid_1's f1_score: 0.671835 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.272475 training's f1_score: 0.824254 valid_1's binary_logloss: 0.326207 valid_1's f1_score: 0.678201 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.318951 training's f1_score: 0.795969 valid_1's binary_logloss: 0.412232 valid_1's f1_score: 0.615258 [20] training's binary_logloss: 0.291748 training's f1_score: 0.808978 valid_1's binary_logloss: 0.403674 valid_1's f1_score: 0.63255 [30] training's binary_logloss: 0.265637 training's f1_score: 0.827479 valid_1's binary_logloss: 0.401638 valid_1's f1_score: 0.638912 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.253477 training's f1_score: 0.83876 valid_1's binary_logloss: 0.401271 valid_1's f1_score: 0.63691 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325429 training's f1_score: 0.763605 valid_1's binary_logloss: 0.389616 valid_1's f1_score: 0.788657
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29973 training's f1_score: 0.778345 valid_1's binary_logloss: 0.385401 valid_1's f1_score: 0.789445 [30] training's binary_logloss: 0.271765 training's f1_score: 0.800276 valid_1's binary_logloss: 0.388028 valid_1's f1_score: 0.782184 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257745 training's f1_score: 0.815698 valid_1's binary_logloss: 0.391346 valid_1's f1_score: 0.777597
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336421 training's f1_score: 0.778803 valid_1's binary_logloss: 0.345155 valid_1's f1_score: 0.747087 [20] training's binary_logloss: 0.308738 training's f1_score: 0.791181 valid_1's binary_logloss: 0.341769 valid_1's f1_score: 0.749315 [30] training's binary_logloss: 0.281859 training's f1_score: 0.810086 valid_1's binary_logloss: 0.335745 valid_1's f1_score: 0.756164 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266696 training's f1_score: 0.824254 valid_1's binary_logloss: 0.336128 valid_1's f1_score: 0.757282 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.333647 training's f1_score: 0.74856 valid_1's binary_logloss: 0.384431 valid_1's f1_score: 0.789803 [20] training's binary_logloss: 0.306275 training's f1_score: 0.766747 valid_1's binary_logloss: 0.385071 valid_1's f1_score: 0.792636 [30] training's binary_logloss: 0.278629 training's f1_score: 0.787615 valid_1's binary_logloss: 0.386942 valid_1's f1_score: 0.779246 Early stopping, best iteration is: [3] training's binary_logloss: 0.388017 training's f1_score: 0.739716 valid_1's binary_logloss: 0.436832 valid_1's f1_score: 0.802514
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341209 training's f1_score: 0.782675 valid_1's binary_logloss: 0.341814 valid_1's f1_score: 0.662671 [20] training's binary_logloss: 0.316479 training's f1_score: 0.796765 valid_1's binary_logloss: 0.335912 valid_1's f1_score: 0.675768 [30] training's binary_logloss: 0.290078 training's f1_score: 0.812097 valid_1's binary_logloss: 0.327301 valid_1's f1_score: 0.679343 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.276049 training's f1_score: 0.8216 valid_1's binary_logloss: 0.32311 valid_1's f1_score: 0.680592 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.322812 training's f1_score: 0.795602 valid_1's binary_logloss: 0.41155 valid_1's f1_score: 0.616915
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.296245 training's f1_score: 0.806362 valid_1's binary_logloss: 0.405074 valid_1's f1_score: 0.631491 [30] training's binary_logloss: 0.270321 training's f1_score: 0.822372 valid_1's binary_logloss: 0.407509 valid_1's f1_score: 0.628814 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.258302 training's f1_score: 0.834485 valid_1's binary_logloss: 0.403618 valid_1's f1_score: 0.628523 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329492 training's f1_score: 0.760196 valid_1's binary_logloss: 0.389172 valid_1's f1_score: 0.787268 [20] training's binary_logloss: 0.303264 training's f1_score: 0.775281 valid_1's binary_logloss: 0.386812 valid_1's f1_score: 0.785524 [30] training's binary_logloss: 0.277709 training's f1_score: 0.794779 valid_1's binary_logloss: 0.387629 valid_1's f1_score: 0.784674 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265482 training's f1_score: 0.806413 valid_1's binary_logloss: 0.389517 valid_1's f1_score: 0.782609 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340356 training's f1_score: 0.772922 valid_1's binary_logloss: 0.344177 valid_1's f1_score: 0.743132
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.315981 training's f1_score: 0.781449 valid_1's binary_logloss: 0.338733 valid_1's f1_score: 0.746922 [30] training's binary_logloss: 0.289933 training's f1_score: 0.803537 valid_1's binary_logloss: 0.338171 valid_1's f1_score: 0.748458 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.277741 training's f1_score: 0.813205 valid_1's binary_logloss: 0.339093 valid_1's f1_score: 0.74829 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.337326 training's f1_score: 0.748854 valid_1's binary_logloss: 0.386761 valid_1's f1_score: 0.795356 [20] training's binary_logloss: 0.311141 training's f1_score: 0.765614 valid_1's binary_logloss: 0.389154 valid_1's f1_score: 0.793804 [30] training's binary_logloss: 0.282984 training's f1_score: 0.787953 valid_1's binary_logloss: 0.388375 valid_1's f1_score: 0.79022 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270437 training's f1_score: 0.794607 valid_1's binary_logloss: 0.388365 valid_1's f1_score: 0.790378 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.357296 training's f1_score: 0.773769 valid_1's binary_logloss: 0.354421 valid_1's f1_score: 0.667797
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.333974 training's f1_score: 0.785442 valid_1's binary_logloss: 0.341044 valid_1's f1_score: 0.675042 [30] training's binary_logloss: 0.317562 training's f1_score: 0.795232 valid_1's binary_logloss: 0.33317 valid_1's f1_score: 0.679245 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.307367 training's f1_score: 0.801348 valid_1's binary_logloss: 0.328601 valid_1's f1_score: 0.683305 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.337669 training's f1_score: 0.78737 valid_1's binary_logloss: 0.420537 valid_1's f1_score: 0.606667 [20] training's binary_logloss: 0.315607 training's f1_score: 0.794828 valid_1's binary_logloss: 0.410474 valid_1's f1_score: 0.630363 [30] training's binary_logloss: 0.297207 training's f1_score: 0.807442 valid_1's binary_logloss: 0.408658 valid_1's f1_score: 0.620116 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.288637 training's f1_score: 0.811333 valid_1's binary_logloss: 0.403735 valid_1's f1_score: 0.628237 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.346779 training's f1_score: 0.753976 valid_1's binary_logloss: 0.39879 valid_1's f1_score: 0.775945
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.32381 training's f1_score: 0.761953 valid_1's binary_logloss: 0.392123 valid_1's f1_score: 0.780436 [30] training's binary_logloss: 0.306045 training's f1_score: 0.778062 valid_1's binary_logloss: 0.390668 valid_1's f1_score: 0.78752 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.29604 training's f1_score: 0.782951 valid_1's binary_logloss: 0.391795 valid_1's f1_score: 0.791779
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.354031 training's f1_score: 0.762742 valid_1's binary_logloss: 0.350232 valid_1's f1_score: 0.745017 [20] training's binary_logloss: 0.331795 training's f1_score: 0.774625 valid_1's binary_logloss: 0.343409 valid_1's f1_score: 0.741144 [30] training's binary_logloss: 0.312165 training's f1_score: 0.787237 valid_1's binary_logloss: 0.340207 valid_1's f1_score: 0.75 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.301587 training's f1_score: 0.796063 valid_1's binary_logloss: 0.337582 valid_1's f1_score: 0.750343 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.351367 training's f1_score: 0.740385 valid_1's binary_logloss: 0.387486 valid_1's f1_score: 0.798241
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.331264 training's f1_score: 0.754865 valid_1's binary_logloss: 0.387711 valid_1's f1_score: 0.791402 [30] training's binary_logloss: 0.310397 training's f1_score: 0.769125 valid_1's binary_logloss: 0.385289 valid_1's f1_score: 0.790354 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.302876 training's f1_score: 0.775135 valid_1's binary_logloss: 0.3844 valid_1's f1_score: 0.790148 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.367097 training's f1_score: 0.768896 valid_1's binary_logloss: 0.36421 valid_1's f1_score: 0.659794 [20] training's binary_logloss: 0.344378 training's f1_score: 0.781045 valid_1's binary_logloss: 0.348953 valid_1's f1_score: 0.672773 [30] training's binary_logloss: 0.328559 training's f1_score: 0.791444 valid_1's binary_logloss: 0.337509 valid_1's f1_score: 0.67563 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.320098 training's f1_score: 0.798221 valid_1's binary_logloss: 0.332894 valid_1's f1_score: 0.675699 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.348253 training's f1_score: 0.783333 valid_1's binary_logloss: 0.4249 valid_1's f1_score: 0.606419 [20] training's binary_logloss: 0.325091 training's f1_score: 0.794916 valid_1's binary_logloss: 0.415876 valid_1's f1_score: 0.627288
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.307911 training's f1_score: 0.802607 valid_1's binary_logloss: 0.410622 valid_1's f1_score: 0.631141 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.300856 training's f1_score: 0.807018 valid_1's binary_logloss: 0.406334 valid_1's f1_score: 0.629382 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.355459 training's f1_score: 0.745205 valid_1's binary_logloss: 0.399479 valid_1's f1_score: 0.773746
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.330244 training's f1_score: 0.756334 valid_1's binary_logloss: 0.387248 valid_1's f1_score: 0.782284 [30] training's binary_logloss: 0.317618 training's f1_score: 0.767636 valid_1's binary_logloss: 0.386095 valid_1's f1_score: 0.78406 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.308876 training's f1_score: 0.772007 valid_1's binary_logloss: 0.386211 valid_1's f1_score: 0.786868 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.364073 training's f1_score: 0.755442 valid_1's binary_logloss: 0.355267 valid_1's f1_score: 0.743928 [20] training's binary_logloss: 0.340124 training's f1_score: 0.770385 valid_1's binary_logloss: 0.344646 valid_1's f1_score: 0.73916 [30] training's binary_logloss: 0.326361 training's f1_score: 0.77776 valid_1's binary_logloss: 0.337466 valid_1's f1_score: 0.750345 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.31931 training's f1_score: 0.78183 valid_1's binary_logloss: 0.337092 valid_1's f1_score: 0.750345 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358424 training's f1_score: 0.735128 valid_1's binary_logloss: 0.393544 valid_1's f1_score: 0.792012 [20] training's binary_logloss: 0.342 training's f1_score: 0.746102 valid_1's binary_logloss: 0.388089 valid_1's f1_score: 0.791849
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.32566 training's f1_score: 0.75278 valid_1's binary_logloss: 0.384805 valid_1's f1_score: 0.791444 Early stopping, best iteration is: [5] training's binary_logloss: 0.389425 training's f1_score: 0.719609 valid_1's binary_logloss: 0.425892 valid_1's f1_score: 0.800405 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.372767 training's f1_score: 0.767187 valid_1's binary_logloss: 0.369453 valid_1's f1_score: 0.64926
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.348616 training's f1_score: 0.779697 valid_1's binary_logloss: 0.35036 valid_1's f1_score: 0.672255 [30] training's binary_logloss: 0.331574 training's f1_score: 0.78773 valid_1's binary_logloss: 0.334987 valid_1's f1_score: 0.689596 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.327279 training's f1_score: 0.789594 valid_1's binary_logloss: 0.335066 valid_1's f1_score: 0.689478 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.35356 training's f1_score: 0.773056 valid_1's binary_logloss: 0.42198 valid_1's f1_score: 0.608547 [20] training's binary_logloss: 0.331068 training's f1_score: 0.788894 valid_1's binary_logloss: 0.412251 valid_1's f1_score: 0.624791 [30] training's binary_logloss: 0.317226 training's f1_score: 0.796773 valid_1's binary_logloss: 0.407516 valid_1's f1_score: 0.628333 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.310481 training's f1_score: 0.80031 valid_1's binary_logloss: 0.40451 valid_1's f1_score: 0.628429 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.362334 training's f1_score: 0.743075 valid_1's binary_logloss: 0.40293 valid_1's f1_score: 0.776636 [20] training's binary_logloss: 0.340042 training's f1_score: 0.755359 valid_1's binary_logloss: 0.390866 valid_1's f1_score: 0.784648
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.324751 training's f1_score: 0.76339 valid_1's binary_logloss: 0.386089 valid_1's f1_score: 0.784878 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.318248 training's f1_score: 0.768918 valid_1's binary_logloss: 0.387183 valid_1's f1_score: 0.785217 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.37059 training's f1_score: 0.752922 valid_1's binary_logloss: 0.358053 valid_1's f1_score: 0.739917
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.347133 training's f1_score: 0.766018 valid_1's binary_logloss: 0.344295 valid_1's f1_score: 0.752243 [30] training's binary_logloss: 0.332401 training's f1_score: 0.776444 valid_1's binary_logloss: 0.338718 valid_1's f1_score: 0.756868 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.327219 training's f1_score: 0.781389 valid_1's binary_logloss: 0.340076 valid_1's f1_score: 0.754098 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.370798 training's f1_score: 0.726397 valid_1's binary_logloss: 0.397584 valid_1's f1_score: 0.79236 [20] training's binary_logloss: 0.347838 training's f1_score: 0.742546 valid_1's binary_logloss: 0.386199 valid_1's f1_score: 0.79476 [30] training's binary_logloss: 0.33387 training's f1_score: 0.749018 valid_1's binary_logloss: 0.384056 valid_1's f1_score: 0.797278 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.325711 training's f1_score: 0.75606 valid_1's binary_logloss: 0.381679 valid_1's f1_score: 0.798635 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.400354 training's f1_score: 0.75074 valid_1's binary_logloss: 0.396137 valid_1's f1_score: 0.643658
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.372464 training's f1_score: 0.766504 valid_1's binary_logloss: 0.37407 valid_1's f1_score: 0.657558 [30] training's binary_logloss: 0.357616 training's f1_score: 0.772942 valid_1's binary_logloss: 0.35689 valid_1's f1_score: 0.656357 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.351243 training's f1_score: 0.774924 valid_1's binary_logloss: 0.350657 valid_1's f1_score: 0.662081 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.382594 training's f1_score: 0.761258 valid_1's binary_logloss: 0.438102 valid_1's f1_score: 0.586265 [20] training's binary_logloss: 0.353706 training's f1_score: 0.773267 valid_1's binary_logloss: 0.427606 valid_1's f1_score: 0.604845 [30] training's binary_logloss: 0.340204 training's f1_score: 0.785781 valid_1's binary_logloss: 0.420575 valid_1's f1_score: 0.624161 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.335827 training's f1_score: 0.787926 valid_1's binary_logloss: 0.417722 valid_1's f1_score: 0.629816 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.387209 training's f1_score: 0.724832 valid_1's binary_logloss: 0.42537 valid_1's f1_score: 0.76699 [20] training's binary_logloss: 0.360611 training's f1_score: 0.740348 valid_1's binary_logloss: 0.401367 valid_1's f1_score: 0.775401
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.347066 training's f1_score: 0.750341 valid_1's binary_logloss: 0.393874 valid_1's f1_score: 0.780932 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.342157 training's f1_score: 0.756683 valid_1's binary_logloss: 0.392686 valid_1's f1_score: 0.786022 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.398513 training's f1_score: 0.737461 valid_1's binary_logloss: 0.376071 valid_1's f1_score: 0.733333
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.368715 training's f1_score: 0.757173 valid_1's binary_logloss: 0.355576 valid_1's f1_score: 0.746165 [30] training's binary_logloss: 0.357183 training's f1_score: 0.764781 valid_1's binary_logloss: 0.349087 valid_1's f1_score: 0.754483 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.35157 training's f1_score: 0.768026 valid_1's binary_logloss: 0.346287 valid_1's f1_score: 0.752243 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.395691 training's f1_score: 0.712799 valid_1's binary_logloss: 0.419177 valid_1's f1_score: 0.796059 [20] training's binary_logloss: 0.371446 training's f1_score: 0.729702 valid_1's binary_logloss: 0.396816 valid_1's f1_score: 0.796905 [30] training's binary_logloss: 0.35584 training's f1_score: 0.737474 valid_1's binary_logloss: 0.388709 valid_1's f1_score: 0.796709 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.349782 training's f1_score: 0.742375 valid_1's binary_logloss: 0.385393 valid_1's f1_score: 0.798446 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339304 training's f1_score: 0.788444 valid_1's binary_logloss: 0.341114 valid_1's f1_score: 0.66899
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.312043 training's f1_score: 0.802136 valid_1's binary_logloss: 0.332013 valid_1's f1_score: 0.671743 [30] training's binary_logloss: 0.286507 training's f1_score: 0.817608 valid_1's binary_logloss: 0.324409 valid_1's f1_score: 0.684622 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.274018 training's f1_score: 0.828982 valid_1's binary_logloss: 0.321015 valid_1's f1_score: 0.683099 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.321827 training's f1_score: 0.795304 valid_1's binary_logloss: 0.416573 valid_1's f1_score: 0.593262 [20] training's binary_logloss: 0.294685 training's f1_score: 0.804893 valid_1's binary_logloss: 0.414658 valid_1's f1_score: 0.611433 [30] training's binary_logloss: 0.269134 training's f1_score: 0.823217 valid_1's binary_logloss: 0.413089 valid_1's f1_score: 0.619883 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25473 training's f1_score: 0.833569 valid_1's binary_logloss: 0.413031 valid_1's f1_score: 0.623638 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327568 training's f1_score: 0.761696 valid_1's binary_logloss: 0.392316 valid_1's f1_score: 0.780591
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.297048 training's f1_score: 0.781164 valid_1's binary_logloss: 0.389124 valid_1's f1_score: 0.784483 [30] training's binary_logloss: 0.270563 training's f1_score: 0.8027 valid_1's binary_logloss: 0.391008 valid_1's f1_score: 0.779121 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255526 training's f1_score: 0.815534 valid_1's binary_logloss: 0.392193 valid_1's f1_score: 0.775262 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336067 training's f1_score: 0.772467 valid_1's binary_logloss: 0.346092 valid_1's f1_score: 0.738209 [20] training's binary_logloss: 0.308334 training's f1_score: 0.788188 valid_1's binary_logloss: 0.339819 valid_1's f1_score: 0.747268 [30] training's binary_logloss: 0.279105 training's f1_score: 0.813197 valid_1's binary_logloss: 0.335932 valid_1's f1_score: 0.756047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.267079 training's f1_score: 0.821643 valid_1's binary_logloss: 0.334836 valid_1's f1_score: 0.75 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334261 training's f1_score: 0.751321 valid_1's binary_logloss: 0.387633 valid_1's f1_score: 0.793054
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304986 training's f1_score: 0.770156 valid_1's binary_logloss: 0.391525 valid_1's f1_score: 0.786615 [30] training's binary_logloss: 0.279092 training's f1_score: 0.789153 valid_1's binary_logloss: 0.393032 valid_1's f1_score: 0.787731 Early stopping, best iteration is: [4] training's binary_logloss: 0.371465 training's f1_score: 0.742929 valid_1's binary_logloss: 0.414396 valid_1's f1_score: 0.799401 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.339347 training's f1_score: 0.788444 valid_1's binary_logloss: 0.341146 valid_1's f1_score: 0.66899 [20] training's binary_logloss: 0.312564 training's f1_score: 0.79945 valid_1's binary_logloss: 0.334948 valid_1's f1_score: 0.664962 [30] training's binary_logloss: 0.286422 training's f1_score: 0.820688 valid_1's binary_logloss: 0.328526 valid_1's f1_score: 0.670711 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.274374 training's f1_score: 0.827072 valid_1's binary_logloss: 0.327583 valid_1's f1_score: 0.670121 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.321864 training's f1_score: 0.795426 valid_1's binary_logloss: 0.416567 valid_1's f1_score: 0.593262
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294736 training's f1_score: 0.804893 valid_1's binary_logloss: 0.414283 valid_1's f1_score: 0.613599 [30] training's binary_logloss: 0.268087 training's f1_score: 0.825397 valid_1's binary_logloss: 0.414814 valid_1's f1_score: 0.621262 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.254965 training's f1_score: 0.833777 valid_1's binary_logloss: 0.416337 valid_1's f1_score: 0.619409 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327609 training's f1_score: 0.761905 valid_1's binary_logloss: 0.392325 valid_1's f1_score: 0.780591 [20] training's binary_logloss: 0.297131 training's f1_score: 0.781164 valid_1's binary_logloss: 0.389122 valid_1's f1_score: 0.784906 [30] training's binary_logloss: 0.270681 training's f1_score: 0.802493 valid_1's binary_logloss: 0.39098 valid_1's f1_score: 0.779121 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255625 training's f1_score: 0.814982 valid_1's binary_logloss: 0.392046 valid_1's f1_score: 0.775262 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336097 training's f1_score: 0.772271 valid_1's binary_logloss: 0.345863 valid_1's f1_score: 0.738714
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.307654 training's f1_score: 0.790385 valid_1's binary_logloss: 0.339997 valid_1's f1_score: 0.746758 [30] training's binary_logloss: 0.279745 training's f1_score: 0.813893 valid_1's binary_logloss: 0.337947 valid_1's f1_score: 0.749482 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266479 training's f1_score: 0.823759 valid_1's binary_logloss: 0.33644 valid_1's f1_score: 0.754665 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.3343 training's f1_score: 0.751321 valid_1's binary_logloss: 0.387626 valid_1's f1_score: 0.793054 [20] training's binary_logloss: 0.305073 training's f1_score: 0.770156 valid_1's binary_logloss: 0.391484 valid_1's f1_score: 0.786615 [30] training's binary_logloss: 0.2792 training's f1_score: 0.789153 valid_1's binary_logloss: 0.392965 valid_1's f1_score: 0.787731 Early stopping, best iteration is: [4] training's binary_logloss: 0.371484 training's f1_score: 0.742929 valid_1's binary_logloss: 0.414402 valid_1's f1_score: 0.799401
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339391 training's f1_score: 0.788685 valid_1's binary_logloss: 0.341177 valid_1's f1_score: 0.667829 [20] training's binary_logloss: 0.312629 training's f1_score: 0.79945 valid_1's binary_logloss: 0.334966 valid_1's f1_score: 0.664962 [30] training's binary_logloss: 0.286517 training's f1_score: 0.820688 valid_1's binary_logloss: 0.328538 valid_1's f1_score: 0.670711 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.274484 training's f1_score: 0.827072 valid_1's binary_logloss: 0.327591 valid_1's f1_score: 0.670121 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3219 training's f1_score: 0.795426 valid_1's binary_logloss: 0.416561 valid_1's f1_score: 0.593262
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.294804 training's f1_score: 0.804769 valid_1's binary_logloss: 0.414269 valid_1's f1_score: 0.614108 [30] training's binary_logloss: 0.2686 training's f1_score: 0.827091 valid_1's binary_logloss: 0.416284 valid_1's f1_score: 0.619247 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.255607 training's f1_score: 0.835503 valid_1's binary_logloss: 0.414556 valid_1's f1_score: 0.620456 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.32766 training's f1_score: 0.761905 valid_1's binary_logloss: 0.392238 valid_1's f1_score: 0.781234 [20] training's binary_logloss: 0.296987 training's f1_score: 0.778595 valid_1's binary_logloss: 0.388499 valid_1's f1_score: 0.783682 [30] training's binary_logloss: 0.272378 training's f1_score: 0.79759 valid_1's binary_logloss: 0.385525 valid_1's f1_score: 0.781014 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25777 training's f1_score: 0.815111 valid_1's binary_logloss: 0.389537 valid_1's f1_score: 0.777838 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336135 training's f1_score: 0.772271 valid_1's binary_logloss: 0.345859 valid_1's f1_score: 0.738714 [20] training's binary_logloss: 0.30773 training's f1_score: 0.790385 valid_1's binary_logloss: 0.339994 valid_1's f1_score: 0.746758
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.279856 training's f1_score: 0.813893 valid_1's binary_logloss: 0.337936 valid_1's f1_score: 0.750345 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.266605 training's f1_score: 0.823491 valid_1's binary_logloss: 0.336432 valid_1's f1_score: 0.754665 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33199 training's f1_score: 0.75253 valid_1's binary_logloss: 0.389066 valid_1's f1_score: 0.791167
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.306605 training's f1_score: 0.767317 valid_1's binary_logloss: 0.393156 valid_1's f1_score: 0.790111 [30] training's binary_logloss: 0.278572 training's f1_score: 0.78676 valid_1's binary_logloss: 0.393713 valid_1's f1_score: 0.784946 Early stopping, best iteration is: [4] training's binary_logloss: 0.371606 training's f1_score: 0.747944 valid_1's binary_logloss: 0.414143 valid_1's f1_score: 0.802214 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.337959 training's f1_score: 0.786173 valid_1's binary_logloss: 0.341447 valid_1's f1_score: 0.672994 [20] training's binary_logloss: 0.311282 training's f1_score: 0.804268 valid_1's binary_logloss: 0.333127 valid_1's f1_score: 0.675745 [30] training's binary_logloss: 0.28419 training's f1_score: 0.818546 valid_1's binary_logloss: 0.326643 valid_1's f1_score: 0.671292 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271944 training's f1_score: 0.826778 valid_1's binary_logloss: 0.321768 valid_1's f1_score: 0.676032 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32207 training's f1_score: 0.793719 valid_1's binary_logloss: 0.412931 valid_1's f1_score: 0.59919 [20] training's binary_logloss: 0.296684 training's f1_score: 0.805448 valid_1's binary_logloss: 0.409009 valid_1's f1_score: 0.611977
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.270151 training's f1_score: 0.826929 valid_1's binary_logloss: 0.41026 valid_1's f1_score: 0.615513 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25653 training's f1_score: 0.836975 valid_1's binary_logloss: 0.408042 valid_1's f1_score: 0.619647 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326873 training's f1_score: 0.762228 valid_1's binary_logloss: 0.388725 valid_1's f1_score: 0.786361
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.295856 training's f1_score: 0.779394 valid_1's binary_logloss: 0.385859 valid_1's f1_score: 0.787131 [30] training's binary_logloss: 0.270448 training's f1_score: 0.79924 valid_1's binary_logloss: 0.385808 valid_1's f1_score: 0.78614 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257597 training's f1_score: 0.812088 valid_1's binary_logloss: 0.385895 valid_1's f1_score: 0.783415 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335825 training's f1_score: 0.772648 valid_1's binary_logloss: 0.347798 valid_1's f1_score: 0.735414 [20] training's binary_logloss: 0.308378 training's f1_score: 0.793574 valid_1's binary_logloss: 0.342653 valid_1's f1_score: 0.742352 [30] training's binary_logloss: 0.282503 training's f1_score: 0.813258 valid_1's binary_logloss: 0.337952 valid_1's f1_score: 0.751199 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.269722 training's f1_score: 0.819837 valid_1's binary_logloss: 0.338304 valid_1's f1_score: 0.748796 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.333659 training's f1_score: 0.748332 valid_1's binary_logloss: 0.387715 valid_1's f1_score: 0.791526 [20] training's binary_logloss: 0.30612 training's f1_score: 0.769522 valid_1's binary_logloss: 0.390918 valid_1's f1_score: 0.789116
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.279611 training's f1_score: 0.78917 valid_1's binary_logloss: 0.388436 valid_1's f1_score: 0.787494 Early stopping, best iteration is: [4] training's binary_logloss: 0.372467 training's f1_score: 0.745275 valid_1's binary_logloss: 0.414024 valid_1's f1_score: 0.803589 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335104 training's f1_score: 0.788698 valid_1's binary_logloss: 0.339969 valid_1's f1_score: 0.6777
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.309517 training's f1_score: 0.806486 valid_1's binary_logloss: 0.333232 valid_1's f1_score: 0.679828 [30] training's binary_logloss: 0.285179 training's f1_score: 0.823311 valid_1's binary_logloss: 0.327284 valid_1's f1_score: 0.667829 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271257 training's f1_score: 0.830569 valid_1's binary_logloss: 0.325015 valid_1's f1_score: 0.666081 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.321653 training's f1_score: 0.792879 valid_1's binary_logloss: 0.415554 valid_1's f1_score: 0.611203 [20] training's binary_logloss: 0.298932 training's f1_score: 0.802656 valid_1's binary_logloss: 0.40853 valid_1's f1_score: 0.620861 [30] training's binary_logloss: 0.270067 training's f1_score: 0.823162 valid_1's binary_logloss: 0.408857 valid_1's f1_score: 0.616667 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.257703 training's f1_score: 0.832368 valid_1's binary_logloss: 0.407211 valid_1's f1_score: 0.617696 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.326652 training's f1_score: 0.75876 valid_1's binary_logloss: 0.390527 valid_1's f1_score: 0.782609 [20] training's binary_logloss: 0.297386 training's f1_score: 0.774796 valid_1's binary_logloss: 0.386125 valid_1's f1_score: 0.784103
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.271237 training's f1_score: 0.798836 valid_1's binary_logloss: 0.392704 valid_1's f1_score: 0.782184 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.25734 training's f1_score: 0.814276 valid_1's binary_logloss: 0.394342 valid_1's f1_score: 0.786222 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.33704 training's f1_score: 0.771134 valid_1's binary_logloss: 0.347265 valid_1's f1_score: 0.731507
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.30874 training's f1_score: 0.789819 valid_1's binary_logloss: 0.341456 valid_1's f1_score: 0.746064 [30] training's binary_logloss: 0.282123 training's f1_score: 0.814346 valid_1's binary_logloss: 0.340709 valid_1's f1_score: 0.750341 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270037 training's f1_score: 0.821504 valid_1's binary_logloss: 0.342686 valid_1's f1_score: 0.748102 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.335978 training's f1_score: 0.749829 valid_1's binary_logloss: 0.384532 valid_1's f1_score: 0.798651 [20] training's binary_logloss: 0.308556 training's f1_score: 0.767538 valid_1's binary_logloss: 0.383993 valid_1's f1_score: 0.791423 [30] training's binary_logloss: 0.283133 training's f1_score: 0.784832 valid_1's binary_logloss: 0.380625 valid_1's f1_score: 0.792138 Early stopping, best iteration is: [5] training's binary_logloss: 0.362507 training's f1_score: 0.747539 valid_1's binary_logloss: 0.402043 valid_1's f1_score: 0.800789 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342756 training's f1_score: 0.781852 valid_1's binary_logloss: 0.344165 valid_1's f1_score: 0.666667 [20] training's binary_logloss: 0.318046 training's f1_score: 0.795551 valid_1's binary_logloss: 0.336619 valid_1's f1_score: 0.663274
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.29431 training's f1_score: 0.813648 valid_1's binary_logloss: 0.326626 valid_1's f1_score: 0.666084 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.282259 training's f1_score: 0.821202 valid_1's binary_logloss: 0.323433 valid_1's f1_score: 0.664898 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325677 training's f1_score: 0.788103 valid_1's binary_logloss: 0.415337 valid_1's f1_score: 0.601156
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.301159 training's f1_score: 0.805303 valid_1's binary_logloss: 0.405201 valid_1's f1_score: 0.620401 [30] training's binary_logloss: 0.276837 training's f1_score: 0.819978 valid_1's binary_logloss: 0.403714 valid_1's f1_score: 0.625954 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.265519 training's f1_score: 0.830023 valid_1's binary_logloss: 0.405669 valid_1's f1_score: 0.620808 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.332036 training's f1_score: 0.758458 valid_1's binary_logloss: 0.392383 valid_1's f1_score: 0.782609 [20] training's binary_logloss: 0.304287 training's f1_score: 0.776479 valid_1's binary_logloss: 0.39081 valid_1's f1_score: 0.77861 [30] training's binary_logloss: 0.282709 training's f1_score: 0.790587 valid_1's binary_logloss: 0.390474 valid_1's f1_score: 0.779935 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.268946 training's f1_score: 0.80434 valid_1's binary_logloss: 0.391711 valid_1's f1_score: 0.783034 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.339907 training's f1_score: 0.77082 valid_1's binary_logloss: 0.345051 valid_1's f1_score: 0.740537 [20] training's binary_logloss: 0.313833 training's f1_score: 0.786445 valid_1's binary_logloss: 0.337733 valid_1's f1_score: 0.743869
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.289661 training's f1_score: 0.80411 valid_1's binary_logloss: 0.334043 valid_1's f1_score: 0.752066 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.275636 training's f1_score: 0.816228 valid_1's binary_logloss: 0.335888 valid_1's f1_score: 0.752407 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.337883 training's f1_score: 0.746972 valid_1's binary_logloss: 0.388066 valid_1's f1_score: 0.80077
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.313219 training's f1_score: 0.763543 valid_1's binary_logloss: 0.390534 valid_1's f1_score: 0.794189 [30] training's binary_logloss: 0.287944 training's f1_score: 0.779361 valid_1's binary_logloss: 0.387472 valid_1's f1_score: 0.795699 Early stopping, best iteration is: [3] training's binary_logloss: 0.391622 training's f1_score: 0.730316 valid_1's binary_logloss: 0.439981 valid_1's f1_score: 0.801482 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.346662 training's f1_score: 0.780984 valid_1's binary_logloss: 0.345416 valid_1's f1_score: 0.667817 [20] training's binary_logloss: 0.323567 training's f1_score: 0.794051 valid_1's binary_logloss: 0.336481 valid_1's f1_score: 0.671782 [30] training's binary_logloss: 0.302259 training's f1_score: 0.80464 valid_1's binary_logloss: 0.329762 valid_1's f1_score: 0.678141 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.291886 training's f1_score: 0.812481 valid_1's binary_logloss: 0.326526 valid_1's f1_score: 0.675325 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327292 training's f1_score: 0.790268 valid_1's binary_logloss: 0.417771 valid_1's f1_score: 0.608409 [20] training's binary_logloss: 0.306438 training's f1_score: 0.799264 valid_1's binary_logloss: 0.409025 valid_1's f1_score: 0.622296
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.28232 training's f1_score: 0.817208 valid_1's binary_logloss: 0.40795 valid_1's f1_score: 0.629005 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270027 training's f1_score: 0.825734 valid_1's binary_logloss: 0.405669 valid_1's f1_score: 0.620981 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.336123 training's f1_score: 0.756052 valid_1's binary_logloss: 0.392258 valid_1's f1_score: 0.781731
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.31025 training's f1_score: 0.771404 valid_1's binary_logloss: 0.391247 valid_1's f1_score: 0.787554 [30] training's binary_logloss: 0.286396 training's f1_score: 0.790051 valid_1's binary_logloss: 0.385076 valid_1's f1_score: 0.787257 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.274506 training's f1_score: 0.800688 valid_1's binary_logloss: 0.388208 valid_1's f1_score: 0.788108 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.342438 training's f1_score: 0.769893 valid_1's binary_logloss: 0.346196 valid_1's f1_score: 0.731774 [20] training's binary_logloss: 0.319221 training's f1_score: 0.780628 valid_1's binary_logloss: 0.339957 valid_1's f1_score: 0.742466 [30] training's binary_logloss: 0.296797 training's f1_score: 0.799169 valid_1's binary_logloss: 0.334512 valid_1's f1_score: 0.750858 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.285602 training's f1_score: 0.808648 valid_1's binary_logloss: 0.336044 valid_1's f1_score: 0.745693 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.342975 training's f1_score: 0.747062 valid_1's binary_logloss: 0.389649 valid_1's f1_score: 0.796512
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.319907 training's f1_score: 0.760452 valid_1's binary_logloss: 0.390473 valid_1's f1_score: 0.790518 [30] training's binary_logloss: 0.294639 training's f1_score: 0.772554 valid_1's binary_logloss: 0.394833 valid_1's f1_score: 0.785019 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.282551 training's f1_score: 0.78087 valid_1's binary_logloss: 0.393384 valid_1's f1_score: 0.78512 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.359982 training's f1_score: 0.775404 valid_1's binary_logloss: 0.35704 valid_1's f1_score: 0.664378 [20] training's binary_logloss: 0.337899 training's f1_score: 0.782529 valid_1's binary_logloss: 0.344613 valid_1's f1_score: 0.66947 [30] training's binary_logloss: 0.321422 training's f1_score: 0.793767 valid_1's binary_logloss: 0.335202 valid_1's f1_score: 0.679795 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.311653 training's f1_score: 0.797366 valid_1's binary_logloss: 0.329487 valid_1's f1_score: 0.672414 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341333 training's f1_score: 0.782432 valid_1's binary_logloss: 0.426943 valid_1's f1_score: 0.600165
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.319931 training's f1_score: 0.795363 valid_1's binary_logloss: 0.416496 valid_1's f1_score: 0.623549 [30] training's binary_logloss: 0.303423 training's f1_score: 0.805947 valid_1's binary_logloss: 0.410274 valid_1's f1_score: 0.633333 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.295931 training's f1_score: 0.811841 valid_1's binary_logloss: 0.411226 valid_1's f1_score: 0.616667 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.349176 training's f1_score: 0.752655 valid_1's binary_logloss: 0.39872 valid_1's f1_score: 0.774536 [20] training's binary_logloss: 0.326085 training's f1_score: 0.764079 valid_1's binary_logloss: 0.389275 valid_1's f1_score: 0.788717 [30] training's binary_logloss: 0.309811 training's f1_score: 0.772449 valid_1's binary_logloss: 0.386057 valid_1's f1_score: 0.790573 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.301299 training's f1_score: 0.779407 valid_1's binary_logloss: 0.387225 valid_1's f1_score: 0.788627 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.357859 training's f1_score: 0.760717 valid_1's binary_logloss: 0.351736 valid_1's f1_score: 0.740331
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.336297 training's f1_score: 0.770411 valid_1's binary_logloss: 0.342538 valid_1's f1_score: 0.748123 [30] training's binary_logloss: 0.317508 training's f1_score: 0.784118 valid_1's binary_logloss: 0.3369 valid_1's f1_score: 0.749146 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.309235 training's f1_score: 0.792642 valid_1's binary_logloss: 0.337407 valid_1's f1_score: 0.746392 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.354044 training's f1_score: 0.735093 valid_1's binary_logloss: 0.391838 valid_1's f1_score: 0.795287 [20] training's binary_logloss: 0.332957 training's f1_score: 0.749872 valid_1's binary_logloss: 0.38855 valid_1's f1_score: 0.786837 [30] training's binary_logloss: 0.314616 training's f1_score: 0.763712 valid_1's binary_logloss: 0.38456 valid_1's f1_score: 0.791502 Early stopping, best iteration is: [4] training's binary_logloss: 0.390244 training's f1_score: 0.714339 valid_1's binary_logloss: 0.431566 valid_1's f1_score: 0.7977
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.368573 training's f1_score: 0.77056 valid_1's binary_logloss: 0.365621 valid_1's f1_score: 0.66041 [20] training's binary_logloss: 0.34631 training's f1_score: 0.77878 valid_1's binary_logloss: 0.348089 valid_1's f1_score: 0.676271 [30] training's binary_logloss: 0.330815 training's f1_score: 0.790555 valid_1's binary_logloss: 0.337539 valid_1's f1_score: 0.680307 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.323762 training's f1_score: 0.794289 valid_1's binary_logloss: 0.332531 valid_1's f1_score: 0.68547 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.349594 training's f1_score: 0.782485 valid_1's binary_logloss: 0.423671 valid_1's f1_score: 0.603093
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.325908 training's f1_score: 0.793082 valid_1's binary_logloss: 0.411856 valid_1's f1_score: 0.619169 [30] training's binary_logloss: 0.312384 training's f1_score: 0.801055 valid_1's binary_logloss: 0.407209 valid_1's f1_score: 0.624258 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.3042 training's f1_score: 0.807088 valid_1's binary_logloss: 0.402906 valid_1's f1_score: 0.625954 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.358445 training's f1_score: 0.744761 valid_1's binary_logloss: 0.40155 valid_1's f1_score: 0.777125 [20] training's binary_logloss: 0.335162 training's f1_score: 0.760252 valid_1's binary_logloss: 0.388065 valid_1's f1_score: 0.786816 [30] training's binary_logloss: 0.321404 training's f1_score: 0.763723 valid_1's binary_logloss: 0.383398 valid_1's f1_score: 0.78953 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.314265 training's f1_score: 0.772074 valid_1's binary_logloss: 0.384783 valid_1's f1_score: 0.792716 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.366528 training's f1_score: 0.756203 valid_1's binary_logloss: 0.357759 valid_1's f1_score: 0.732687 [20] training's binary_logloss: 0.343483 training's f1_score: 0.767342 valid_1's binary_logloss: 0.344175 valid_1's f1_score: 0.743484
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.329076 training's f1_score: 0.77705 valid_1's binary_logloss: 0.34167 valid_1's f1_score: 0.753444 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.322557 training's f1_score: 0.781719 valid_1's binary_logloss: 0.341523 valid_1's f1_score: 0.750685 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.366273 training's f1_score: 0.728488 valid_1's binary_logloss: 0.397185 valid_1's f1_score: 0.791038
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.344754 training's f1_score: 0.74345 valid_1's binary_logloss: 0.388437 valid_1's f1_score: 0.795948 [30] training's binary_logloss: 0.3289 training's f1_score: 0.752688 valid_1's binary_logloss: 0.385967 valid_1's f1_score: 0.789908 Early stopping, best iteration is: [4] training's binary_logloss: 0.4004 training's f1_score: 0.713713 valid_1's binary_logloss: 0.443429 valid_1's f1_score: 0.797747 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.374447 training's f1_score: 0.765845 valid_1's binary_logloss: 0.371571 valid_1's f1_score: 0.657963 [20] training's binary_logloss: 0.350977 training's f1_score: 0.775585 valid_1's binary_logloss: 0.352395 valid_1's f1_score: 0.674576 [30] training's binary_logloss: 0.335429 training's f1_score: 0.784326 valid_1's binary_logloss: 0.338977 valid_1's f1_score: 0.682091 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.329796 training's f1_score: 0.789893 valid_1's binary_logloss: 0.337436 valid_1's f1_score: 0.678632 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.355834 training's f1_score: 0.769109 valid_1's binary_logloss: 0.424896 valid_1's f1_score: 0.599315 [20] training's binary_logloss: 0.332441 training's f1_score: 0.789334 valid_1's binary_logloss: 0.412175 valid_1's f1_score: 0.624054
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.319875 training's f1_score: 0.796776 valid_1's binary_logloss: 0.406607 valid_1's f1_score: 0.634761 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.312481 training's f1_score: 0.801117 valid_1's binary_logloss: 0.401335 valid_1's f1_score: 0.628475 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.363501 training's f1_score: 0.738636 valid_1's binary_logloss: 0.404914 valid_1's f1_score: 0.774263
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.340042 training's f1_score: 0.752421 valid_1's binary_logloss: 0.390523 valid_1's f1_score: 0.783626 [30] training's binary_logloss: 0.330734 training's f1_score: 0.760129 valid_1's binary_logloss: 0.390219 valid_1's f1_score: 0.78446 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.322547 training's f1_score: 0.763896 valid_1's binary_logloss: 0.389222 valid_1's f1_score: 0.78678 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.372973 training's f1_score: 0.750684 valid_1's binary_logloss: 0.359549 valid_1's f1_score: 0.738227 [20] training's binary_logloss: 0.349935 training's f1_score: 0.764301 valid_1's binary_logloss: 0.346504 valid_1's f1_score: 0.748449 [30] training's binary_logloss: 0.336302 training's f1_score: 0.775032 valid_1's binary_logloss: 0.340898 valid_1's f1_score: 0.751206 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.329919 training's f1_score: 0.776621 valid_1's binary_logloss: 0.339561 valid_1's f1_score: 0.752407 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.371135 training's f1_score: 0.725463 valid_1's binary_logloss: 0.399181 valid_1's f1_score: 0.790972 [20] training's binary_logloss: 0.350041 training's f1_score: 0.741256 valid_1's binary_logloss: 0.388825 valid_1's f1_score: 0.795741
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.334554 training's f1_score: 0.748076 valid_1's binary_logloss: 0.384918 valid_1's f1_score: 0.795521 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.327321 training's f1_score: 0.754555 valid_1's binary_logloss: 0.384049 valid_1's f1_score: 0.795299 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.40081 training's f1_score: 0.749922 valid_1's binary_logloss: 0.396078 valid_1's f1_score: 0.645329
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.373397 training's f1_score: 0.76377 valid_1's binary_logloss: 0.374787 valid_1's f1_score: 0.656922 [30] training's binary_logloss: 0.359206 training's f1_score: 0.772665 valid_1's binary_logloss: 0.357958 valid_1's f1_score: 0.655766 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.353278 training's f1_score: 0.77368 valid_1's binary_logloss: 0.352458 valid_1's f1_score: 0.670112 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.384526 training's f1_score: 0.760599 valid_1's binary_logloss: 0.439175 valid_1's f1_score: 0.586866 [20] training's binary_logloss: 0.354543 training's f1_score: 0.773408 valid_1's binary_logloss: 0.430462 valid_1's f1_score: 0.603491 [30] training's binary_logloss: 0.341606 training's f1_score: 0.783611 valid_1's binary_logloss: 0.42274 valid_1's f1_score: 0.620632 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.33679 training's f1_score: 0.787115 valid_1's binary_logloss: 0.420138 valid_1's f1_score: 0.63 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.389584 training's f1_score: 0.725718 valid_1's binary_logloss: 0.427793 valid_1's f1_score: 0.768817 [20] training's binary_logloss: 0.361698 training's f1_score: 0.74002 valid_1's binary_logloss: 0.403526 valid_1's f1_score: 0.778846
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.349191 training's f1_score: 0.748092 valid_1's binary_logloss: 0.396577 valid_1's f1_score: 0.782236 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.344154 training's f1_score: 0.751913 valid_1's binary_logloss: 0.394879 valid_1's f1_score: 0.787131 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.39913 training's f1_score: 0.739053 valid_1's binary_logloss: 0.376591 valid_1's f1_score: 0.741525
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.370592 training's f1_score: 0.756765 valid_1's binary_logloss: 0.357147 valid_1's f1_score: 0.745152 [30] training's binary_logloss: 0.357629 training's f1_score: 0.763061 valid_1's binary_logloss: 0.349459 valid_1's f1_score: 0.752066 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.352383 training's f1_score: 0.766996 valid_1's binary_logloss: 0.346653 valid_1's f1_score: 0.751374 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.396227 training's f1_score: 0.712947 valid_1's binary_logloss: 0.419866 valid_1's f1_score: 0.796059 [20] training's binary_logloss: 0.37527 training's f1_score: 0.726621 valid_1's binary_logloss: 0.400421 valid_1's f1_score: 0.793635 [30] training's binary_logloss: 0.359556 training's f1_score: 0.735959 valid_1's binary_logloss: 0.390608 valid_1's f1_score: 0.795928 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.35349 training's f1_score: 0.742396 valid_1's binary_logloss: 0.387039 valid_1's f1_score: 0.795918 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.34642 training's f1_score: 0.779728 valid_1's binary_logloss: 0.346677 valid_1's f1_score: 0.667823 [20] training's binary_logloss: 0.322454 training's f1_score: 0.795984 valid_1's binary_logloss: 0.333472 valid_1's f1_score: 0.677474
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.300663 training's f1_score: 0.805381 valid_1's binary_logloss: 0.326826 valid_1's f1_score: 0.671889 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.289587 training's f1_score: 0.815361 valid_1's binary_logloss: 0.325456 valid_1's f1_score: 0.674276 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.32714 training's f1_score: 0.791615 valid_1's binary_logloss: 0.419782 valid_1's f1_score: 0.603279
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304103 training's f1_score: 0.802593 valid_1's binary_logloss: 0.411074 valid_1's f1_score: 0.630691 [30] training's binary_logloss: 0.282433 training's f1_score: 0.819202 valid_1's binary_logloss: 0.413416 valid_1's f1_score: 0.627418 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271089 training's f1_score: 0.826809 valid_1's binary_logloss: 0.412048 valid_1's f1_score: 0.626689 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.3344 training's f1_score: 0.757463 valid_1's binary_logloss: 0.392134 valid_1's f1_score: 0.782236 [20] training's binary_logloss: 0.309855 training's f1_score: 0.770041 valid_1's binary_logloss: 0.388198 valid_1's f1_score: 0.784103 [30] training's binary_logloss: 0.285307 training's f1_score: 0.793192 valid_1's binary_logloss: 0.384787 valid_1's f1_score: 0.782798 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.272426 training's f1_score: 0.806424 valid_1's binary_logloss: 0.386152 valid_1's f1_score: 0.78821 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.343724 training's f1_score: 0.771633 valid_1's binary_logloss: 0.34329 valid_1's f1_score: 0.743094 [20] training's binary_logloss: 0.319802 training's f1_score: 0.781474 valid_1's binary_logloss: 0.335494 valid_1's f1_score: 0.747613
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.298416 training's f1_score: 0.797174 valid_1's binary_logloss: 0.333095 valid_1's f1_score: 0.749485 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.287037 training's f1_score: 0.803615 valid_1's binary_logloss: 0.332312 valid_1's f1_score: 0.750863 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340944 training's f1_score: 0.746045 valid_1's binary_logloss: 0.38672 valid_1's f1_score: 0.790787
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.317993 training's f1_score: 0.760761 valid_1's binary_logloss: 0.385926 valid_1's f1_score: 0.790291 [30] training's binary_logloss: 0.292893 training's f1_score: 0.781299 valid_1's binary_logloss: 0.385697 valid_1's f1_score: 0.788471 Early stopping, best iteration is: [3] training's binary_logloss: 0.392698 training's f1_score: 0.729786 valid_1's binary_logloss: 0.440246 valid_1's f1_score: 0.804428 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.34644 training's f1_score: 0.779542 valid_1's binary_logloss: 0.346726 valid_1's f1_score: 0.667823 [20] training's binary_logloss: 0.322485 training's f1_score: 0.795984 valid_1's binary_logloss: 0.333528 valid_1's f1_score: 0.677474 [30] training's binary_logloss: 0.300707 training's f1_score: 0.805381 valid_1's binary_logloss: 0.326873 valid_1's f1_score: 0.672474 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.28964 training's f1_score: 0.815361 valid_1's binary_logloss: 0.325502 valid_1's f1_score: 0.674276 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327129 training's f1_score: 0.791673 valid_1's binary_logloss: 0.419618 valid_1's f1_score: 0.600492 [20] training's binary_logloss: 0.304114 training's f1_score: 0.801853 valid_1's binary_logloss: 0.410531 valid_1's f1_score: 0.629442
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.281727 training's f1_score: 0.820121 valid_1's binary_logloss: 0.41513 valid_1's f1_score: 0.626466 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.270853 training's f1_score: 0.825944 valid_1's binary_logloss: 0.411105 valid_1's f1_score: 0.626689 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334421 training's f1_score: 0.757463 valid_1's binary_logloss: 0.392144 valid_1's f1_score: 0.782236
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.309888 training's f1_score: 0.770172 valid_1's binary_logloss: 0.388199 valid_1's f1_score: 0.784103 [30] training's binary_logloss: 0.284795 training's f1_score: 0.793596 valid_1's binary_logloss: 0.384607 valid_1's f1_score: 0.782324 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.272814 training's f1_score: 0.807798 valid_1's binary_logloss: 0.385504 valid_1's f1_score: 0.783607 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.343743 training's f1_score: 0.771756 valid_1's binary_logloss: 0.343294 valid_1's f1_score: 0.742225 [20] training's binary_logloss: 0.319839 training's f1_score: 0.781474 valid_1's binary_logloss: 0.3355 valid_1's f1_score: 0.747613 [30] training's binary_logloss: 0.298394 training's f1_score: 0.797432 valid_1's binary_logloss: 0.332952 valid_1's f1_score: 0.746392 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.286593 training's f1_score: 0.806639 valid_1's binary_logloss: 0.332811 valid_1's f1_score: 0.747071 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340954 training's f1_score: 0.746259 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.791946
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.317366 training's f1_score: 0.760583 valid_1's binary_logloss: 0.38709 valid_1's f1_score: 0.790518 [30] training's binary_logloss: 0.292905 training's f1_score: 0.779221 valid_1's binary_logloss: 0.385204 valid_1's f1_score: 0.793945 Early stopping, best iteration is: [3] training's binary_logloss: 0.392709 training's f1_score: 0.729924 valid_1's binary_logloss: 0.440252 valid_1's f1_score: 0.804428 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.346461 training's f1_score: 0.779542 valid_1's binary_logloss: 0.346739 valid_1's f1_score: 0.667823 [20] training's binary_logloss: 0.322516 training's f1_score: 0.795984 valid_1's binary_logloss: 0.333544 valid_1's f1_score: 0.677474 [30] training's binary_logloss: 0.300752 training's f1_score: 0.805381 valid_1's binary_logloss: 0.32688 valid_1's f1_score: 0.672474 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.289694 training's f1_score: 0.815486 valid_1's binary_logloss: 0.32551 valid_1's f1_score: 0.674276 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327324 training's f1_score: 0.790288 valid_1's binary_logloss: 0.4149 valid_1's f1_score: 0.606852 [20] training's binary_logloss: 0.303683 training's f1_score: 0.802228 valid_1's binary_logloss: 0.409242 valid_1's f1_score: 0.621149
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.283115 training's f1_score: 0.818438 valid_1's binary_logloss: 0.410923 valid_1's f1_score: 0.63255 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.271806 training's f1_score: 0.826558 valid_1's binary_logloss: 0.409897 valid_1's f1_score: 0.628814 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334442 training's f1_score: 0.757463 valid_1's binary_logloss: 0.392154 valid_1's f1_score: 0.782236
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.30992 training's f1_score: 0.770172 valid_1's binary_logloss: 0.3882 valid_1's f1_score: 0.784103 [30] training's binary_logloss: 0.285335 training's f1_score: 0.792849 valid_1's binary_logloss: 0.38462 valid_1's f1_score: 0.782798 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.272779 training's f1_score: 0.808196 valid_1's binary_logloss: 0.385997 valid_1's f1_score: 0.787315 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.343637 training's f1_score: 0.771756 valid_1's binary_logloss: 0.343064 valid_1's f1_score: 0.742225 [20] training's binary_logloss: 0.319911 training's f1_score: 0.781349 valid_1's binary_logloss: 0.335534 valid_1's f1_score: 0.748466 [30] training's binary_logloss: 0.298726 training's f1_score: 0.798779 valid_1's binary_logloss: 0.332602 valid_1's f1_score: 0.750858 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.286828 training's f1_score: 0.810217 valid_1's binary_logloss: 0.33152 valid_1's f1_score: 0.750521 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340927 training's f1_score: 0.746132 valid_1's binary_logloss: 0.38641 valid_1's f1_score: 0.791946 [20] training's binary_logloss: 0.317687 training's f1_score: 0.759281 valid_1's binary_logloss: 0.387296 valid_1's f1_score: 0.789575
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.293554 training's f1_score: 0.780412 valid_1's binary_logloss: 0.386658 valid_1's f1_score: 0.790675 Early stopping, best iteration is: [3] training's binary_logloss: 0.392733 training's f1_score: 0.730165 valid_1's binary_logloss: 0.440138 valid_1's f1_score: 0.804428 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.346618 training's f1_score: 0.779542 valid_1's binary_logloss: 0.346754 valid_1's f1_score: 0.668977
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.32344 training's f1_score: 0.796584 valid_1's binary_logloss: 0.333371 valid_1's f1_score: 0.678053 [30] training's binary_logloss: 0.301785 training's f1_score: 0.808889 valid_1's binary_logloss: 0.326648 valid_1's f1_score: 0.684028 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.288996 training's f1_score: 0.815465 valid_1's binary_logloss: 0.322702 valid_1's f1_score: 0.680592 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327678 training's f1_score: 0.791847 valid_1's binary_logloss: 0.414742 valid_1's f1_score: 0.614876 [20] training's binary_logloss: 0.30602 training's f1_score: 0.803577 valid_1's binary_logloss: 0.410664 valid_1's f1_score: 0.628099 [30] training's binary_logloss: 0.285839 training's f1_score: 0.816072 valid_1's binary_logloss: 0.41321 valid_1's f1_score: 0.62531 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.27271 training's f1_score: 0.827164 valid_1's binary_logloss: 0.410108 valid_1's f1_score: 0.628141 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.335345 training's f1_score: 0.753436 valid_1's binary_logloss: 0.391982 valid_1's f1_score: 0.786973
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.309051 training's f1_score: 0.77337 valid_1's binary_logloss: 0.384291 valid_1's f1_score: 0.786602 [30] training's binary_logloss: 0.286058 training's f1_score: 0.790578 valid_1's binary_logloss: 0.385335 valid_1's f1_score: 0.784741 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.276011 training's f1_score: 0.802344 valid_1's binary_logloss: 0.386375 valid_1's f1_score: 0.784421
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.344042 training's f1_score: 0.771196 valid_1's binary_logloss: 0.345119 valid_1's f1_score: 0.736332 [20] training's binary_logloss: 0.320002 training's f1_score: 0.782885 valid_1's binary_logloss: 0.337328 valid_1's f1_score: 0.749315 [30] training's binary_logloss: 0.297364 training's f1_score: 0.799614 valid_1's binary_logloss: 0.334579 valid_1's f1_score: 0.757618 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.286878 training's f1_score: 0.808902 valid_1's binary_logloss: 0.334765 valid_1's f1_score: 0.753643 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341126 training's f1_score: 0.746726 valid_1's binary_logloss: 0.386441 valid_1's f1_score: 0.795204
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.314907 training's f1_score: 0.754691 valid_1's binary_logloss: 0.389726 valid_1's f1_score: 0.787645 [30] training's binary_logloss: 0.292326 training's f1_score: 0.775108 valid_1's binary_logloss: 0.390298 valid_1's f1_score: 0.78227 Early stopping, best iteration is: [3] training's binary_logloss: 0.392823 training's f1_score: 0.730165 valid_1's binary_logloss: 0.440193 valid_1's f1_score: 0.804428 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.347409 training's f1_score: 0.77907 valid_1's binary_logloss: 0.346223 valid_1's f1_score: 0.667243 [20] training's binary_logloss: 0.32353 training's f1_score: 0.794591 valid_1's binary_logloss: 0.337475 valid_1's f1_score: 0.679245 [30] training's binary_logloss: 0.302689 training's f1_score: 0.809034 valid_1's binary_logloss: 0.329262 valid_1's f1_score: 0.678915 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.290705 training's f1_score: 0.815167 valid_1's binary_logloss: 0.327113 valid_1's f1_score: 0.678383 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.328164 training's f1_score: 0.792406 valid_1's binary_logloss: 0.417056 valid_1's f1_score: 0.611339
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.304022 training's f1_score: 0.803342 valid_1's binary_logloss: 0.406439 valid_1's f1_score: 0.623729 [30] training's binary_logloss: 0.284968 training's f1_score: 0.81691 valid_1's binary_logloss: 0.402898 valid_1's f1_score: 0.625528 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.273371 training's f1_score: 0.823713 valid_1's binary_logloss: 0.40397 valid_1's f1_score: 0.626588
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334733 training's f1_score: 0.756328 valid_1's binary_logloss: 0.394925 valid_1's f1_score: 0.774813 [20] training's binary_logloss: 0.307241 training's f1_score: 0.774821 valid_1's binary_logloss: 0.390185 valid_1's f1_score: 0.782051 [30] training's binary_logloss: 0.285414 training's f1_score: 0.795322 valid_1's binary_logloss: 0.391749 valid_1's f1_score: 0.779956 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.275043 training's f1_score: 0.804003 valid_1's binary_logloss: 0.393784 valid_1's f1_score: 0.773842 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.344619 training's f1_score: 0.767032 valid_1's binary_logloss: 0.345964 valid_1's f1_score: 0.737206
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.320894 training's f1_score: 0.781609 valid_1's binary_logloss: 0.340194 valid_1's f1_score: 0.748802 [30] training's binary_logloss: 0.301108 training's f1_score: 0.797554 valid_1's binary_logloss: 0.336153 valid_1's f1_score: 0.757241 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.290536 training's f1_score: 0.80695 valid_1's binary_logloss: 0.336797 valid_1's f1_score: 0.753086
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.340368 training's f1_score: 0.749318 valid_1's binary_logloss: 0.383515 valid_1's f1_score: 0.798654 [20] training's binary_logloss: 0.318703 training's f1_score: 0.760962 valid_1's binary_logloss: 0.38748 valid_1's f1_score: 0.788964 [30] training's binary_logloss: 0.296453 training's f1_score: 0.776156 valid_1's binary_logloss: 0.384128 valid_1's f1_score: 0.787701 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.284879 training's f1_score: 0.787974 valid_1's binary_logloss: 0.382918 valid_1's f1_score: 0.786484 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.347255 training's f1_score: 0.77788 valid_1's binary_logloss: 0.346818 valid_1's f1_score: 0.653448 [20] training's binary_logloss: 0.323503 training's f1_score: 0.791406 valid_1's binary_logloss: 0.334867 valid_1's f1_score: 0.667234 [30] training's binary_logloss: 0.304599 training's f1_score: 0.806462 valid_1's binary_logloss: 0.327453 valid_1's f1_score: 0.66955 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.294942 training's f1_score: 0.813982 valid_1's binary_logloss: 0.325074 valid_1's f1_score: 0.675347 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329984 training's f1_score: 0.789833 valid_1's binary_logloss: 0.417077 valid_1's f1_score: 0.603491
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.306723 training's f1_score: 0.79655 valid_1's binary_logloss: 0.405298 valid_1's f1_score: 0.628763 [30] training's binary_logloss: 0.287713 training's f1_score: 0.81348 valid_1's binary_logloss: 0.404672 valid_1's f1_score: 0.625632 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.27596 training's f1_score: 0.823254 valid_1's binary_logloss: 0.403064 valid_1's f1_score: 0.625954 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.336848 training's f1_score: 0.758562 valid_1's binary_logloss: 0.397546 valid_1's f1_score: 0.775532 [20] training's binary_logloss: 0.313486 training's f1_score: 0.773415 valid_1's binary_logloss: 0.393277 valid_1's f1_score: 0.779026 [30] training's binary_logloss: 0.292431 training's f1_score: 0.791122 valid_1's binary_logloss: 0.391976 valid_1's f1_score: 0.773146 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.28152 training's f1_score: 0.799655 valid_1's binary_logloss: 0.394252 valid_1's f1_score: 0.776688 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.346157 training's f1_score: 0.768107 valid_1's binary_logloss: 0.347357 valid_1's f1_score: 0.737637 [20] training's binary_logloss: 0.322258 training's f1_score: 0.782137 valid_1's binary_logloss: 0.340476 valid_1's f1_score: 0.744376
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.30253 training's f1_score: 0.795462 valid_1's binary_logloss: 0.337115 valid_1's f1_score: 0.74983 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.291844 training's f1_score: 0.804906 valid_1's binary_logloss: 0.336116 valid_1's f1_score: 0.753283 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.344689 training's f1_score: 0.746667 valid_1's binary_logloss: 0.386989 valid_1's f1_score: 0.797872
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.322678 training's f1_score: 0.762035 valid_1's binary_logloss: 0.387908 valid_1's f1_score: 0.794587 [30] training's binary_logloss: 0.298879 training's f1_score: 0.780462 valid_1's binary_logloss: 0.386468 valid_1's f1_score: 0.789268 Early stopping, best iteration is: [5] training's binary_logloss: 0.367917 training's f1_score: 0.743667 valid_1's binary_logloss: 0.404818 valid_1's f1_score: 0.804963 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.34954 training's f1_score: 0.782236 valid_1's binary_logloss: 0.345418 valid_1's f1_score: 0.660959 [20] training's binary_logloss: 0.32854 training's f1_score: 0.790514 valid_1's binary_logloss: 0.337114 valid_1's f1_score: 0.665552 [30] training's binary_logloss: 0.30942 training's f1_score: 0.803065 valid_1's binary_logloss: 0.329311 valid_1's f1_score: 0.672326 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.300155 training's f1_score: 0.808034 valid_1's binary_logloss: 0.32762 valid_1's f1_score: 0.671756 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.334965 training's f1_score: 0.78619 valid_1's binary_logloss: 0.421577 valid_1's f1_score: 0.603097 [20] training's binary_logloss: 0.314535 training's f1_score: 0.79269 valid_1's binary_logloss: 0.407886 valid_1's f1_score: 0.625413
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.294496 training's f1_score: 0.807394 valid_1's binary_logloss: 0.404989 valid_1's f1_score: 0.625104 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.284162 training's f1_score: 0.813279 valid_1's binary_logloss: 0.402224 valid_1's f1_score: 0.623746 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.341176 training's f1_score: 0.753658 valid_1's binary_logloss: 0.395659 valid_1's f1_score: 0.787007
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.317631 training's f1_score: 0.765813 valid_1's binary_logloss: 0.391776 valid_1's f1_score: 0.786938 [30] training's binary_logloss: 0.297944 training's f1_score: 0.782862 valid_1's binary_logloss: 0.387338 valid_1's f1_score: 0.789189 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.287986 training's f1_score: 0.793151 valid_1's binary_logloss: 0.388277 valid_1's f1_score: 0.791304 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.347423 training's f1_score: 0.767412 valid_1's binary_logloss: 0.346612 valid_1's f1_score: 0.744154 [20] training's binary_logloss: 0.326807 training's f1_score: 0.78315 valid_1's binary_logloss: 0.341373 valid_1's f1_score: 0.754278 [30] training's binary_logloss: 0.306167 training's f1_score: 0.79654 valid_1's binary_logloss: 0.33839 valid_1's f1_score: 0.753086 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.296663 training's f1_score: 0.804484 valid_1's binary_logloss: 0.33925 valid_1's f1_score: 0.748113 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.347086 training's f1_score: 0.746146 valid_1's binary_logloss: 0.390377 valid_1's f1_score: 0.789932
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.325833 training's f1_score: 0.757199 valid_1's binary_logloss: 0.392185 valid_1's f1_score: 0.782651 [30] training's binary_logloss: 0.304276 training's f1_score: 0.770664 valid_1's binary_logloss: 0.38963 valid_1's f1_score: 0.786901 Early stopping, best iteration is: [4] training's binary_logloss: 0.381441 training's f1_score: 0.727141 valid_1's binary_logloss: 0.422144 valid_1's f1_score: 0.800817 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.361687 training's f1_score: 0.770785 valid_1's binary_logloss: 0.356413 valid_1's f1_score: 0.656304 [20] training's binary_logloss: 0.341073 training's f1_score: 0.781697 valid_1's binary_logloss: 0.342463 valid_1's f1_score: 0.677365 [30] training's binary_logloss: 0.325735 training's f1_score: 0.79217 valid_1's binary_logloss: 0.333382 valid_1's f1_score: 0.676345 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.317319 training's f1_score: 0.796696 valid_1's binary_logloss: 0.329831 valid_1's f1_score: 0.674119 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.345265 training's f1_score: 0.783344 valid_1's binary_logloss: 0.431548 valid_1's f1_score: 0.598516
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.323382 training's f1_score: 0.793985 valid_1's binary_logloss: 0.41806 valid_1's f1_score: 0.61309 [30] training's binary_logloss: 0.308459 training's f1_score: 0.802744 valid_1's binary_logloss: 0.415262 valid_1's f1_score: 0.619718 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.301062 training's f1_score: 0.807039 valid_1's binary_logloss: 0.410206 valid_1's f1_score: 0.626891 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.35153 training's f1_score: 0.74817 valid_1's binary_logloss: 0.401979 valid_1's f1_score: 0.772776 [20] training's binary_logloss: 0.329962 training's f1_score: 0.758854 valid_1's binary_logloss: 0.391412 valid_1's f1_score: 0.782979 [30] training's binary_logloss: 0.315173 training's f1_score: 0.770277 valid_1's binary_logloss: 0.390038 valid_1's f1_score: 0.785106 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.305204 training's f1_score: 0.77755 valid_1's binary_logloss: 0.390535 valid_1's f1_score: 0.787359 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.359407 training's f1_score: 0.759185 valid_1's binary_logloss: 0.35268 valid_1's f1_score: 0.741713 [20] training's binary_logloss: 0.338615 training's f1_score: 0.770803 valid_1's binary_logloss: 0.342382 valid_1's f1_score: 0.752732
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.323493 training's f1_score: 0.78368 valid_1's binary_logloss: 0.338151 valid_1's f1_score: 0.749315 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.316105 training's f1_score: 0.786172 valid_1's binary_logloss: 0.337334 valid_1's f1_score: 0.74829 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.356135 training's f1_score: 0.736788 valid_1's binary_logloss: 0.390303 valid_1's f1_score: 0.794305
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.337231 training's f1_score: 0.748165 valid_1's binary_logloss: 0.385933 valid_1's f1_score: 0.791789 [30] training's binary_logloss: 0.321031 training's f1_score: 0.760316 valid_1's binary_logloss: 0.384831 valid_1's f1_score: 0.792509 Early stopping, best iteration is: [5] training's binary_logloss: 0.382384 training's f1_score: 0.724044 valid_1's binary_logloss: 0.418947 valid_1's f1_score: 0.798165 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.368111 training's f1_score: 0.772054 valid_1's binary_logloss: 0.364881 valid_1's f1_score: 0.656357 [20] training's binary_logloss: 0.348106 training's f1_score: 0.77874 valid_1's binary_logloss: 0.349964 valid_1's f1_score: 0.673986 [30] training's binary_logloss: 0.333382 training's f1_score: 0.786875 valid_1's binary_logloss: 0.338018 valid_1's f1_score: 0.679245 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.326967 training's f1_score: 0.789643 valid_1's binary_logloss: 0.334328 valid_1's f1_score: 0.674658 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.352194 training's f1_score: 0.777036 valid_1's binary_logloss: 0.424675 valid_1's f1_score: 0.607877 [20] training's binary_logloss: 0.331027 training's f1_score: 0.793275 valid_1's binary_logloss: 0.417821 valid_1's f1_score: 0.618333
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.316936 training's f1_score: 0.800249 valid_1's binary_logloss: 0.414212 valid_1's f1_score: 0.622074 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.310222 training's f1_score: 0.803179 valid_1's binary_logloss: 0.410859 valid_1's f1_score: 0.625418 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.361431 training's f1_score: 0.743921 valid_1's binary_logloss: 0.402908 valid_1's f1_score: 0.77718
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.339055 training's f1_score: 0.751527 valid_1's binary_logloss: 0.389679 valid_1's f1_score: 0.783165 [30] training's binary_logloss: 0.326068 training's f1_score: 0.760788 valid_1's binary_logloss: 0.385371 valid_1's f1_score: 0.78473 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.319491 training's f1_score: 0.763315 valid_1's binary_logloss: 0.386579 valid_1's f1_score: 0.788942 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.369536 training's f1_score: 0.749439 valid_1's binary_logloss: 0.357571 valid_1's f1_score: 0.732453 [20] training's binary_logloss: 0.347686 training's f1_score: 0.763271 valid_1's binary_logloss: 0.346066 valid_1's f1_score: 0.743995 [30] training's binary_logloss: 0.332438 training's f1_score: 0.775823 valid_1's binary_logloss: 0.338476 valid_1's f1_score: 0.750858 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.326313 training's f1_score: 0.78062 valid_1's binary_logloss: 0.338772 valid_1's f1_score: 0.754098 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.369154 training's f1_score: 0.729711 valid_1's binary_logloss: 0.397522 valid_1's f1_score: 0.794734
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.346928 training's f1_score: 0.74471 valid_1's binary_logloss: 0.387879 valid_1's f1_score: 0.797291 [30] training's binary_logloss: 0.331515 training's f1_score: 0.75274 valid_1's binary_logloss: 0.383175 valid_1's f1_score: 0.791402 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.323808 training's f1_score: 0.75767 valid_1's binary_logloss: 0.381203 valid_1's f1_score: 0.793171 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.375626 training's f1_score: 0.764505 valid_1's binary_logloss: 0.37097 valid_1's f1_score: 0.654608 [20] training's binary_logloss: 0.353666 training's f1_score: 0.773958 valid_1's binary_logloss: 0.354949 valid_1's f1_score: 0.672326 [30] training's binary_logloss: 0.33955 training's f1_score: 0.781518 valid_1's binary_logloss: 0.339834 valid_1's f1_score: 0.684346 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.334676 training's f1_score: 0.785027 valid_1's binary_logloss: 0.33759 valid_1's f1_score: 0.682051 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.357921 training's f1_score: 0.771207 valid_1's binary_logloss: 0.428412 valid_1's f1_score: 0.600688
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.334286 training's f1_score: 0.788859 valid_1's binary_logloss: 0.415727 valid_1's f1_score: 0.621849 [30] training's binary_logloss: 0.322904 training's f1_score: 0.79765 valid_1's binary_logloss: 0.414266 valid_1's f1_score: 0.621961 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.316924 training's f1_score: 0.798513 valid_1's binary_logloss: 0.411777 valid_1's f1_score: 0.62226 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.365788 training's f1_score: 0.739093 valid_1's binary_logloss: 0.406349 valid_1's f1_score: 0.771704 [20] training's binary_logloss: 0.343277 training's f1_score: 0.752889 valid_1's binary_logloss: 0.391331 valid_1's f1_score: 0.783813 [30] training's binary_logloss: 0.333614 training's f1_score: 0.757049 valid_1's binary_logloss: 0.390543 valid_1's f1_score: 0.785563 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.325429 training's f1_score: 0.761889 valid_1's binary_logloss: 0.388235 valid_1's f1_score: 0.785335 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.375018 training's f1_score: 0.748788 valid_1's binary_logloss: 0.360195 valid_1's f1_score: 0.739707 [20] training's binary_logloss: 0.351213 training's f1_score: 0.763718 valid_1's binary_logloss: 0.346695 valid_1's f1_score: 0.745505
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.338627 training's f1_score: 0.774059 valid_1's binary_logloss: 0.341026 valid_1's f1_score: 0.754301 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.333229 training's f1_score: 0.776923 valid_1's binary_logloss: 0.339883 valid_1's f1_score: 0.754121 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.371414 training's f1_score: 0.724513 valid_1's binary_logloss: 0.397506 valid_1's f1_score: 0.793744
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.351159 training's f1_score: 0.74093 valid_1's binary_logloss: 0.385669 valid_1's f1_score: 0.798839 [30] training's binary_logloss: 0.33762 training's f1_score: 0.748885 valid_1's binary_logloss: 0.381722 valid_1's f1_score: 0.79689 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.332666 training's f1_score: 0.752873 valid_1's binary_logloss: 0.38149 valid_1's f1_score: 0.797468 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.400879 training's f1_score: 0.751711 valid_1's binary_logloss: 0.395713 valid_1's f1_score: 0.648276 [20] training's binary_logloss: 0.374818 training's f1_score: 0.764796 valid_1's binary_logloss: 0.374321 valid_1's f1_score: 0.658076 [30] training's binary_logloss: 0.359944 training's f1_score: 0.768596 valid_1's binary_logloss: 0.357631 valid_1's f1_score: 0.657487 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.354278 training's f1_score: 0.77114 valid_1's binary_logloss: 0.352486 valid_1's f1_score: 0.665517 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.384258 training's f1_score: 0.759133 valid_1's binary_logloss: 0.438862 valid_1's f1_score: 0.587248 [20] training's binary_logloss: 0.356222 training's f1_score: 0.771924 valid_1's binary_logloss: 0.428121 valid_1's f1_score: 0.604341
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.343019 training's f1_score: 0.781767 valid_1's binary_logloss: 0.420934 valid_1's f1_score: 0.61474 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.339542 training's f1_score: 0.786125 valid_1's binary_logloss: 0.418863 valid_1's f1_score: 0.628857 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.38817 training's f1_score: 0.725419 valid_1's binary_logloss: 0.425717 valid_1's f1_score: 0.767568
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.361947 training's f1_score: 0.739182 valid_1's binary_logloss: 0.401369 valid_1's f1_score: 0.778076 [30] training's binary_logloss: 0.349763 training's f1_score: 0.746717 valid_1's binary_logloss: 0.395342 valid_1's f1_score: 0.784103 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.345624 training's f1_score: 0.749915 valid_1's binary_logloss: 0.393998 valid_1's f1_score: 0.785137 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.40159 training's f1_score: 0.738472 valid_1's binary_logloss: 0.378373 valid_1's f1_score: 0.739591 [20] training's binary_logloss: 0.370948 training's f1_score: 0.753526 valid_1's binary_logloss: 0.356129 valid_1's f1_score: 0.749304 [30] training's binary_logloss: 0.360483 training's f1_score: 0.761661 valid_1's binary_logloss: 0.350588 valid_1's f1_score: 0.751734 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.35629 training's f1_score: 0.764781 valid_1's binary_logloss: 0.34918 valid_1's f1_score: 0.753623 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.398223 training's f1_score: 0.711659 valid_1's binary_logloss: 0.420833 valid_1's f1_score: 0.795868 [20] training's binary_logloss: 0.37492 training's f1_score: 0.728709 valid_1's binary_logloss: 0.39873 valid_1's f1_score: 0.794004
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.359219 training's f1_score: 0.738324 valid_1's binary_logloss: 0.389875 valid_1's f1_score: 0.79322 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.354092 training's f1_score: 0.740817 valid_1's binary_logloss: 0.386707 valid_1's f1_score: 0.793774 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.370601 training's f1_score: 0.763982 valid_1's binary_logloss: 0.363607 valid_1's f1_score: 0.649913
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.359586 training's f1_score: 0.77053 valid_1's binary_logloss: 0.352809 valid_1's f1_score: 0.671245 [30] training's binary_logloss: 0.352898 training's f1_score: 0.776547 valid_1's binary_logloss: 0.346498 valid_1's f1_score: 0.673557 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.350669 training's f1_score: 0.776903 valid_1's binary_logloss: 0.343417 valid_1's f1_score: 0.677672 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.351187 training's f1_score: 0.774001 valid_1's binary_logloss: 0.425472 valid_1's f1_score: 0.60469 [20] training's binary_logloss: 0.337098 training's f1_score: 0.784289 valid_1's binary_logloss: 0.417501 valid_1's f1_score: 0.611804 [30] training's binary_logloss: 0.332158 training's f1_score: 0.786492 valid_1's binary_logloss: 0.416304 valid_1's f1_score: 0.619087 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.331447 training's f1_score: 0.788067 valid_1's binary_logloss: 0.415708 valid_1's f1_score: 0.619601
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.359949 training's f1_score: 0.739338 valid_1's binary_logloss: 0.403135 valid_1's f1_score: 0.771123 [20] training's binary_logloss: 0.344007 training's f1_score: 0.747832 valid_1's binary_logloss: 0.394407 valid_1's f1_score: 0.778667 [30] training's binary_logloss: 0.34183 training's f1_score: 0.750253 valid_1's binary_logloss: 0.395263 valid_1's f1_score: 0.778959 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.338934 training's f1_score: 0.751398 valid_1's binary_logloss: 0.394287 valid_1's f1_score: 0.779733 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.369898 training's f1_score: 0.74791 valid_1's binary_logloss: 0.353987 valid_1's f1_score: 0.740533
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.355077 training's f1_score: 0.76037 valid_1's binary_logloss: 0.346429 valid_1's f1_score: 0.74896 [30] training's binary_logloss: 0.350536 training's f1_score: 0.764181 valid_1's binary_logloss: 0.344721 valid_1's f1_score: 0.748449 Did not meet early stopping. Best iteration is: [33] training's binary_logloss: 0.349333 training's f1_score: 0.765278 valid_1's binary_logloss: 0.34387 valid_1's f1_score: 0.75 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.367303 training's f1_score: 0.728802 valid_1's binary_logloss: 0.396452 valid_1's f1_score: 0.791626 [20] training's binary_logloss: 0.35496 training's f1_score: 0.736788 valid_1's binary_logloss: 0.392178 valid_1's f1_score: 0.791465 [30] training's binary_logloss: 0.3491 training's f1_score: 0.742243 valid_1's binary_logloss: 0.390993 valid_1's f1_score: 0.79205 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.345094 training's f1_score: 0.743827 valid_1's binary_logloss: 0.388745 valid_1's f1_score: 0.791809 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.370606 training's f1_score: 0.763982 valid_1's binary_logloss: 0.363612 valid_1's f1_score: 0.649913 [20] training's binary_logloss: 0.359589 training's f1_score: 0.77053 valid_1's binary_logloss: 0.352812 valid_1's f1_score: 0.671245
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.3529 training's f1_score: 0.776547 valid_1's binary_logloss: 0.346499 valid_1's f1_score: 0.673557 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.35067 training's f1_score: 0.776903 valid_1's binary_logloss: 0.343418 valid_1's f1_score: 0.677672 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.351192 training's f1_score: 0.774001 valid_1's binary_logloss: 0.425471 valid_1's f1_score: 0.60469
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.337102 training's f1_score: 0.784289 valid_1's binary_logloss: 0.4175 valid_1's f1_score: 0.611804 [30] training's binary_logloss: 0.33216 training's f1_score: 0.786492 valid_1's binary_logloss: 0.416303 valid_1's f1_score: 0.619087 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.33145 training's f1_score: 0.788067 valid_1's binary_logloss: 0.415707 valid_1's f1_score: 0.619601 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.359954 training's f1_score: 0.739338 valid_1's binary_logloss: 0.403139 valid_1's f1_score: 0.771123 [20] training's binary_logloss: 0.344009 training's f1_score: 0.747832 valid_1's binary_logloss: 0.394408 valid_1's f1_score: 0.778667 [30] training's binary_logloss: 0.341832 training's f1_score: 0.750253 valid_1's binary_logloss: 0.395265 valid_1's f1_score: 0.778959 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.338937 training's f1_score: 0.751398 valid_1's binary_logloss: 0.394288 valid_1's f1_score: 0.779733
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.369902 training's f1_score: 0.74791 valid_1's binary_logloss: 0.353991 valid_1's f1_score: 0.740533 [20] training's binary_logloss: 0.35508 training's f1_score: 0.760491 valid_1's binary_logloss: 0.346431 valid_1's f1_score: 0.74896 [30] training's binary_logloss: 0.350515 training's f1_score: 0.764059 valid_1's binary_logloss: 0.344723 valid_1's f1_score: 0.747586 Did not meet early stopping. Best iteration is: [33] training's binary_logloss: 0.349318 training's f1_score: 0.765964 valid_1's binary_logloss: 0.343877 valid_1's f1_score: 0.750518 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.367307 training's f1_score: 0.728927 valid_1's binary_logloss: 0.396453 valid_1's f1_score: 0.791626
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.354963 training's f1_score: 0.736788 valid_1's binary_logloss: 0.392178 valid_1's f1_score: 0.791465 [30] training's binary_logloss: 0.349103 training's f1_score: 0.742243 valid_1's binary_logloss: 0.390992 valid_1's f1_score: 0.79205 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.345097 training's f1_score: 0.743827 valid_1's binary_logloss: 0.388744 valid_1's f1_score: 0.791809 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.370612 training's f1_score: 0.763982 valid_1's binary_logloss: 0.363617 valid_1's f1_score: 0.649913 [20] training's binary_logloss: 0.359592 training's f1_score: 0.77053 valid_1's binary_logloss: 0.352815 valid_1's f1_score: 0.671245 [30] training's binary_logloss: 0.352902 training's f1_score: 0.776547 valid_1's binary_logloss: 0.346501 valid_1's f1_score: 0.673557 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.350672 training's f1_score: 0.776903 valid_1's binary_logloss: 0.343419 valid_1's f1_score: 0.677672
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.351196 training's f1_score: 0.774001 valid_1's binary_logloss: 0.42547 valid_1's f1_score: 0.60469 [20] training's binary_logloss: 0.337105 training's f1_score: 0.784289 valid_1's binary_logloss: 0.417499 valid_1's f1_score: 0.611804 [30] training's binary_logloss: 0.332163 training's f1_score: 0.786492 valid_1's binary_logloss: 0.416301 valid_1's f1_score: 0.619087 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.331452 training's f1_score: 0.788067 valid_1's binary_logloss: 0.415706 valid_1's f1_score: 0.619601 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.359958 training's f1_score: 0.739338 valid_1's binary_logloss: 0.403142 valid_1's f1_score: 0.771123
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.344012 training's f1_score: 0.747619 valid_1's binary_logloss: 0.394409 valid_1's f1_score: 0.778667 [30] training's binary_logloss: 0.341835 training's f1_score: 0.750253 valid_1's binary_logloss: 0.395266 valid_1's f1_score: 0.778959 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.338939 training's f1_score: 0.751398 valid_1's binary_logloss: 0.394289 valid_1's f1_score: 0.779733 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.369905 training's f1_score: 0.74791 valid_1's binary_logloss: 0.353994 valid_1's f1_score: 0.740533 [20] training's binary_logloss: 0.355083 training's f1_score: 0.760491 valid_1's binary_logloss: 0.346433 valid_1's f1_score: 0.74896 [30] training's binary_logloss: 0.350517 training's f1_score: 0.764059 valid_1's binary_logloss: 0.344724 valid_1's f1_score: 0.747586 Did not meet early stopping. Best iteration is: [33] training's binary_logloss: 0.34932 training's f1_score: 0.765964 valid_1's binary_logloss: 0.343878 valid_1's f1_score: 0.750518
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.365483 training's f1_score: 0.731808 valid_1's binary_logloss: 0.396172 valid_1's f1_score: 0.788883 [20] training's binary_logloss: 0.352932 training's f1_score: 0.739559 valid_1's binary_logloss: 0.391427 valid_1's f1_score: 0.790472 [30] training's binary_logloss: 0.348868 training's f1_score: 0.742497 valid_1's binary_logloss: 0.390955 valid_1's f1_score: 0.788911 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.345663 training's f1_score: 0.743248 valid_1's binary_logloss: 0.389382 valid_1's f1_score: 0.790652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.370659 training's f1_score: 0.763982 valid_1's binary_logloss: 0.363658 valid_1's f1_score: 0.649913
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.359646 training's f1_score: 0.770648 valid_1's binary_logloss: 0.352846 valid_1's f1_score: 0.671245 [30] training's binary_logloss: 0.353607 training's f1_score: 0.775404 valid_1's binary_logloss: 0.347761 valid_1's f1_score: 0.675236 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.349289 training's f1_score: 0.779713 valid_1's binary_logloss: 0.343003 valid_1's f1_score: 0.674177 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.351557 training's f1_score: 0.774021 valid_1's binary_logloss: 0.427238 valid_1's f1_score: 0.60469 [20] training's binary_logloss: 0.337986 training's f1_score: 0.783189 valid_1's binary_logloss: 0.42237 valid_1's f1_score: 0.614368 [30] training's binary_logloss: 0.332189 training's f1_score: 0.78687 valid_1's binary_logloss: 0.419303 valid_1's f1_score: 0.615004 Did not meet early stopping. Best iteration is: [30] training's binary_logloss: 0.332189 training's f1_score: 0.78687 valid_1's binary_logloss: 0.419303 valid_1's f1_score: 0.615004
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.359992 training's f1_score: 0.739338 valid_1's binary_logloss: 0.40317 valid_1's f1_score: 0.771123 [20] training's binary_logloss: 0.345225 training's f1_score: 0.749234 valid_1's binary_logloss: 0.395397 valid_1's f1_score: 0.777246 [30] training's binary_logloss: 0.341925 training's f1_score: 0.751728 valid_1's binary_logloss: 0.393788 valid_1's f1_score: 0.778132 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.339319 training's f1_score: 0.754985 valid_1's binary_logloss: 0.393643 valid_1's f1_score: 0.782933 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.369975 training's f1_score: 0.747748 valid_1's binary_logloss: 0.35428 valid_1's f1_score: 0.739803
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.357034 training's f1_score: 0.75649 valid_1's binary_logloss: 0.347354 valid_1's f1_score: 0.746372 [30] training's binary_logloss: 0.351549 training's f1_score: 0.762223 valid_1's binary_logloss: 0.344547 valid_1's f1_score: 0.750347 Did not meet early stopping. Best iteration is: [33] training's binary_logloss: 0.349815 training's f1_score: 0.76312 valid_1's binary_logloss: 0.342696 valid_1's f1_score: 0.748611 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.36551 training's f1_score: 0.731808 valid_1's binary_logloss: 0.39618 valid_1's f1_score: 0.788883 [20] training's binary_logloss: 0.352957 training's f1_score: 0.739345 valid_1's binary_logloss: 0.391421 valid_1's f1_score: 0.790856 [30] training's binary_logloss: 0.348895 training's f1_score: 0.742497 valid_1's binary_logloss: 0.390951 valid_1's f1_score: 0.788911 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.345692 training's f1_score: 0.743248 valid_1's binary_logloss: 0.38938 valid_1's f1_score: 0.790652
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.370453 training's f1_score: 0.763982 valid_1's binary_logloss: 0.362154 valid_1's f1_score: 0.650435 [20] training's binary_logloss: 0.359242 training's f1_score: 0.773153 valid_1's binary_logloss: 0.353774 valid_1's f1_score: 0.667805 [30] training's binary_logloss: 0.352842 training's f1_score: 0.778343 valid_1's binary_logloss: 0.344426 valid_1's f1_score: 0.675958 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.350785 training's f1_score: 0.778362 valid_1's binary_logloss: 0.342015 valid_1's f1_score: 0.678322 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.351822 training's f1_score: 0.773736 valid_1's binary_logloss: 0.427109 valid_1's f1_score: 0.602855
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.336868 training's f1_score: 0.784405 valid_1's binary_logloss: 0.421823 valid_1's f1_score: 0.622112 [30] training's binary_logloss: 0.331528 training's f1_score: 0.786967 valid_1's binary_logloss: 0.418878 valid_1's f1_score: 0.624382 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.331245 training's f1_score: 0.788911 valid_1's binary_logloss: 0.418904 valid_1's f1_score: 0.623355 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.360035 training's f1_score: 0.739249 valid_1's binary_logloss: 0.403205 valid_1's f1_score: 0.771536 [20] training's binary_logloss: 0.345254 training's f1_score: 0.749234 valid_1's binary_logloss: 0.395404 valid_1's f1_score: 0.777896 [30] training's binary_logloss: 0.341965 training's f1_score: 0.751771 valid_1's binary_logloss: 0.393785 valid_1's f1_score: 0.778309 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.33921 training's f1_score: 0.753036 valid_1's binary_logloss: 0.393612 valid_1's f1_score: 0.78145
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.370831 training's f1_score: 0.749799 valid_1's binary_logloss: 0.355018 valid_1's f1_score: 0.737728 [20] training's binary_logloss: 0.353677 training's f1_score: 0.759834 valid_1's binary_logloss: 0.345116 valid_1's f1_score: 0.746186 [30] training's binary_logloss: 0.349313 training's f1_score: 0.762771 valid_1's binary_logloss: 0.344995 valid_1's f1_score: 0.751381 Did not meet early stopping. Best iteration is: [33] training's binary_logloss: 0.347888 training's f1_score: 0.763793 valid_1's binary_logloss: 0.343878 valid_1's f1_score: 0.75 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.365543 training's f1_score: 0.73159 valid_1's binary_logloss: 0.396189 valid_1's f1_score: 0.788883
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.352921 training's f1_score: 0.737003 valid_1's binary_logloss: 0.390963 valid_1's f1_score: 0.790087 [30] training's binary_logloss: 0.348041 training's f1_score: 0.742106 valid_1's binary_logloss: 0.390224 valid_1's f1_score: 0.791829 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.345216 training's f1_score: 0.744011 valid_1's binary_logloss: 0.388676 valid_1's f1_score: 0.791992 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.368533 training's f1_score: 0.762171 valid_1's binary_logloss: 0.36069 valid_1's f1_score: 0.659071 [20] training's binary_logloss: 0.354734 training's f1_score: 0.772183 valid_1's binary_logloss: 0.349365 valid_1's f1_score: 0.669573 [30] training's binary_logloss: 0.35086 training's f1_score: 0.775215 valid_1's binary_logloss: 0.345555 valid_1's f1_score: 0.671316 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.347373 training's f1_score: 0.776216 valid_1's binary_logloss: 0.341873 valid_1's f1_score: 0.674236
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.354746 training's f1_score: 0.77102 valid_1's binary_logloss: 0.431746 valid_1's f1_score: 0.591973 [20] training's binary_logloss: 0.337853 training's f1_score: 0.784945 valid_1's binary_logloss: 0.421835 valid_1's f1_score: 0.621035 [30] training's binary_logloss: 0.332424 training's f1_score: 0.789556 valid_1's binary_logloss: 0.419699 valid_1's f1_score: 0.624896 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.33214 training's f1_score: 0.790116 valid_1's binary_logloss: 0.419615 valid_1's f1_score: 0.623638 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.361927 training's f1_score: 0.737596 valid_1's binary_logloss: 0.403962 valid_1's f1_score: 0.772947
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.344575 training's f1_score: 0.750976 valid_1's binary_logloss: 0.392636 valid_1's f1_score: 0.782469 [30] training's binary_logloss: 0.34094 training's f1_score: 0.752412 valid_1's binary_logloss: 0.393038 valid_1's f1_score: 0.787393 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.337395 training's f1_score: 0.756317 valid_1's binary_logloss: 0.392474 valid_1's f1_score: 0.787587 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.36981 training's f1_score: 0.747829 valid_1's binary_logloss: 0.354949 valid_1's f1_score: 0.738462 [20] training's binary_logloss: 0.356205 training's f1_score: 0.758005 valid_1's binary_logloss: 0.34732 valid_1's f1_score: 0.748441 [30] training's binary_logloss: 0.350394 training's f1_score: 0.763798 valid_1's binary_logloss: 0.34544 valid_1's f1_score: 0.743961 Did not meet early stopping. Best iteration is: [33] training's binary_logloss: 0.349252 training's f1_score: 0.764041 valid_1's binary_logloss: 0.344249 valid_1's f1_score: 0.74499
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.365242 training's f1_score: 0.730399 valid_1's binary_logloss: 0.395854 valid_1's f1_score: 0.787879 [20] training's binary_logloss: 0.354473 training's f1_score: 0.737736 valid_1's binary_logloss: 0.392253 valid_1's f1_score: 0.789704 [30] training's binary_logloss: 0.348729 training's f1_score: 0.740099 valid_1's binary_logloss: 0.390846 valid_1's f1_score: 0.790495 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.345904 training's f1_score: 0.741814 valid_1's binary_logloss: 0.389299 valid_1's f1_score: 0.792802 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.37064 training's f1_score: 0.759325 valid_1's binary_logloss: 0.362333 valid_1's f1_score: 0.658621
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.358481 training's f1_score: 0.76956 valid_1's binary_logloss: 0.35191 valid_1's f1_score: 0.663823 [30] training's binary_logloss: 0.352566 training's f1_score: 0.773012 valid_1's binary_logloss: 0.345015 valid_1's f1_score: 0.665529 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.348536 training's f1_score: 0.774451 valid_1's binary_logloss: 0.341141 valid_1's f1_score: 0.672399 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.354051 training's f1_score: 0.770985 valid_1's binary_logloss: 0.428435 valid_1's f1_score: 0.594178 [20] training's binary_logloss: 0.338997 training's f1_score: 0.783704 valid_1's binary_logloss: 0.420583 valid_1's f1_score: 0.615256 [30] training's binary_logloss: 0.332551 training's f1_score: 0.786569 valid_1's binary_logloss: 0.417036 valid_1's f1_score: 0.625624 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.331325 training's f1_score: 0.787954 valid_1's binary_logloss: 0.416509 valid_1's f1_score: 0.628857
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.360991 training's f1_score: 0.739641 valid_1's binary_logloss: 0.405099 valid_1's f1_score: 0.773146 [20] training's binary_logloss: 0.345279 training's f1_score: 0.751964 valid_1's binary_logloss: 0.396812 valid_1's f1_score: 0.7814 [30] training's binary_logloss: 0.340933 training's f1_score: 0.751445 valid_1's binary_logloss: 0.396351 valid_1's f1_score: 0.776471 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.3386 training's f1_score: 0.753574 valid_1's binary_logloss: 0.396581 valid_1's f1_score: 0.779026 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.372687 training's f1_score: 0.751282 valid_1's binary_logloss: 0.358084 valid_1's f1_score: 0.736623
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.354761 training's f1_score: 0.761087 valid_1's binary_logloss: 0.347415 valid_1's f1_score: 0.747586 [30] training's binary_logloss: 0.350074 training's f1_score: 0.763659 valid_1's binary_logloss: 0.345311 valid_1's f1_score: 0.749482 Did not meet early stopping. Best iteration is: [33] training's binary_logloss: 0.348494 training's f1_score: 0.765585 valid_1's binary_logloss: 0.344051 valid_1's f1_score: 0.749485 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.365464 training's f1_score: 0.727398 valid_1's binary_logloss: 0.394247 valid_1's f1_score: 0.794922 [20] training's binary_logloss: 0.354417 training's f1_score: 0.736305 valid_1's binary_logloss: 0.388982 valid_1's f1_score: 0.795553 [30] training's binary_logloss: 0.349584 training's f1_score: 0.739908 valid_1's binary_logloss: 0.387716 valid_1's f1_score: 0.797101 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.345743 training's f1_score: 0.742662 valid_1's binary_logloss: 0.385783 valid_1's f1_score: 0.797677
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.375086 training's f1_score: 0.758987 valid_1's binary_logloss: 0.368203 valid_1's f1_score: 0.64716 [20] training's binary_logloss: 0.359497 training's f1_score: 0.772086 valid_1's binary_logloss: 0.355552 valid_1's f1_score: 0.666097 [30] training's binary_logloss: 0.352603 training's f1_score: 0.774916 valid_1's binary_logloss: 0.34806 valid_1's f1_score: 0.668359 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.349441 training's f1_score: 0.776 valid_1's binary_logloss: 0.344417 valid_1's f1_score: 0.671769 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.359174 training's f1_score: 0.76691 valid_1's binary_logloss: 0.426391 valid_1's f1_score: 0.607051
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.341243 training's f1_score: 0.781304 valid_1's binary_logloss: 0.419634 valid_1's f1_score: 0.617747 [30] training's binary_logloss: 0.33459 training's f1_score: 0.786517 valid_1's binary_logloss: 0.417083 valid_1's f1_score: 0.62775 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.332689 training's f1_score: 0.788816 valid_1's binary_logloss: 0.414975 valid_1's f1_score: 0.629442 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.368647 training's f1_score: 0.734018 valid_1's binary_logloss: 0.407721 valid_1's f1_score: 0.773984 [20] training's binary_logloss: 0.350171 training's f1_score: 0.748037 valid_1's binary_logloss: 0.393723 valid_1's f1_score: 0.781818 [30] training's binary_logloss: 0.344259 training's f1_score: 0.751233 valid_1's binary_logloss: 0.392489 valid_1's f1_score: 0.780932 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.340833 training's f1_score: 0.753189 valid_1's binary_logloss: 0.391148 valid_1's f1_score: 0.782422
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.376383 training's f1_score: 0.745654 valid_1's binary_logloss: 0.358307 valid_1's f1_score: 0.735233 [20] training's binary_logloss: 0.35955 training's f1_score: 0.758544 valid_1's binary_logloss: 0.348135 valid_1's f1_score: 0.742698 [30] training's binary_logloss: 0.353206 training's f1_score: 0.763439 valid_1's binary_logloss: 0.345079 valid_1's f1_score: 0.748441 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.351979 training's f1_score: 0.764368 valid_1's binary_logloss: 0.344313 valid_1's f1_score: 0.747573 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.372618 training's f1_score: 0.723581 valid_1's binary_logloss: 0.40108 valid_1's f1_score: 0.790766
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.360306 training's f1_score: 0.735794 valid_1's binary_logloss: 0.392032 valid_1's f1_score: 0.798834 [30] training's binary_logloss: 0.352504 training's f1_score: 0.742024 valid_1's binary_logloss: 0.389836 valid_1's f1_score: 0.798834 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.349097 training's f1_score: 0.74413 valid_1's binary_logloss: 0.387009 valid_1's f1_score: 0.799027 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.380479 training's f1_score: 0.754788 valid_1's binary_logloss: 0.375247 valid_1's f1_score: 0.64752 [20] training's binary_logloss: 0.365918 training's f1_score: 0.768356 valid_1's binary_logloss: 0.363301 valid_1's f1_score: 0.658076 [30] training's binary_logloss: 0.35402 training's f1_score: 0.774472 valid_1's binary_logloss: 0.347462 valid_1's f1_score: 0.669565 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.352307 training's f1_score: 0.774552 valid_1's binary_logloss: 0.345004 valid_1's f1_score: 0.670753
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.3639 training's f1_score: 0.763689 valid_1's binary_logloss: 0.428517 valid_1's f1_score: 0.610345 [20] training's binary_logloss: 0.344459 training's f1_score: 0.778683 valid_1's binary_logloss: 0.420541 valid_1's f1_score: 0.619048 [30] training's binary_logloss: 0.338637 training's f1_score: 0.785201 valid_1's binary_logloss: 0.419011 valid_1's f1_score: 0.624365 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.336522 training's f1_score: 0.786885 valid_1's binary_logloss: 0.416981 valid_1's f1_score: 0.628814 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.371756 training's f1_score: 0.732146 valid_1's binary_logloss: 0.410439 valid_1's f1_score: 0.777354
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.353498 training's f1_score: 0.747181 valid_1's binary_logloss: 0.396984 valid_1's f1_score: 0.784566 [30] training's binary_logloss: 0.346277 training's f1_score: 0.749405 valid_1's binary_logloss: 0.394217 valid_1's f1_score: 0.782003 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.342298 training's f1_score: 0.751664 valid_1's binary_logloss: 0.392186 valid_1's f1_score: 0.781116 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.380892 training's f1_score: 0.745003 valid_1's binary_logloss: 0.362966 valid_1's f1_score: 0.73338 [20] training's binary_logloss: 0.36238 training's f1_score: 0.754929 valid_1's binary_logloss: 0.34906 valid_1's f1_score: 0.74477 [30] training's binary_logloss: 0.356355 training's f1_score: 0.759866 valid_1's binary_logloss: 0.346932 valid_1's f1_score: 0.749307 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.354383 training's f1_score: 0.760198 valid_1's binary_logloss: 0.345211 valid_1's f1_score: 0.747222
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.379732 training's f1_score: 0.720014 valid_1's binary_logloss: 0.402743 valid_1's f1_score: 0.79803 [20] training's binary_logloss: 0.364321 training's f1_score: 0.732616 valid_1's binary_logloss: 0.392242 valid_1's f1_score: 0.796117 [30] training's binary_logloss: 0.353713 training's f1_score: 0.740677 valid_1's binary_logloss: 0.387559 valid_1's f1_score: 0.799417 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.351257 training's f1_score: 0.742897 valid_1's binary_logloss: 0.386046 valid_1's f1_score: 0.800585 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.386603 training's f1_score: 0.753614 valid_1's binary_logloss: 0.380477 valid_1's f1_score: 0.644156
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.366508 training's f1_score: 0.764706 valid_1's binary_logloss: 0.362385 valid_1's f1_score: 0.65585 [30] training's binary_logloss: 0.356301 training's f1_score: 0.773027 valid_1's binary_logloss: 0.349893 valid_1's f1_score: 0.66494 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.352896 training's f1_score: 0.773272 valid_1's binary_logloss: 0.345301 valid_1's f1_score: 0.667246 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.36938 training's f1_score: 0.76384 valid_1's binary_logloss: 0.430975 valid_1's f1_score: 0.606586 [20] training's binary_logloss: 0.347906 training's f1_score: 0.773668 valid_1's binary_logloss: 0.421922 valid_1's f1_score: 0.618522 [30] training's binary_logloss: 0.340436 training's f1_score: 0.780854 valid_1's binary_logloss: 0.419182 valid_1's f1_score: 0.616427 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.338052 training's f1_score: 0.783872 valid_1's binary_logloss: 0.417567 valid_1's f1_score: 0.619289 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.377469 training's f1_score: 0.729945 valid_1's binary_logloss: 0.415269 valid_1's f1_score: 0.775974 [20] training's binary_logloss: 0.354787 training's f1_score: 0.742414 valid_1's binary_logloss: 0.397739 valid_1's f1_score: 0.777056
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.349272 training's f1_score: 0.746034 valid_1's binary_logloss: 0.396056 valid_1's f1_score: 0.784987 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.344728 training's f1_score: 0.748118 valid_1's binary_logloss: 0.394235 valid_1's f1_score: 0.784103 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.384575 training's f1_score: 0.74562 valid_1's binary_logloss: 0.366459 valid_1's f1_score: 0.738676
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.364122 training's f1_score: 0.755855 valid_1's binary_logloss: 0.352173 valid_1's f1_score: 0.742897 [30] training's binary_logloss: 0.357301 training's f1_score: 0.760842 valid_1's binary_logloss: 0.348955 valid_1's f1_score: 0.744314 Did not meet early stopping. Best iteration is: [35] training's binary_logloss: 0.354159 training's f1_score: 0.763805 valid_1's binary_logloss: 0.346754 valid_1's f1_score: 0.743448 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.383329 training's f1_score: 0.719651 valid_1's binary_logloss: 0.406248 valid_1's f1_score: 0.796852 [20] training's binary_logloss: 0.366838 training's f1_score: 0.731523 valid_1's binary_logloss: 0.391205 valid_1's f1_score: 0.793171 [30] training's binary_logloss: 0.357883 training's f1_score: 0.736697 valid_1's binary_logloss: 0.388068 valid_1's f1_score: 0.797665 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.35439 training's f1_score: 0.740984 valid_1's binary_logloss: 0.385899 valid_1's f1_score: 0.797271
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.409934 training's f1_score: 0.749105 valid_1's binary_logloss: 0.406481 valid_1's f1_score: 0.645941 [20] training's binary_logloss: 0.383894 training's f1_score: 0.758292 valid_1's binary_logloss: 0.382562 valid_1's f1_score: 0.653482 [30] training's binary_logloss: 0.370395 training's f1_score: 0.764163 valid_1's binary_logloss: 0.367028 valid_1's f1_score: 0.657463 Did not meet early stopping. Best iteration is: [35] training's binary_logloss: 0.366697 training's f1_score: 0.766154 valid_1's binary_logloss: 0.363075 valid_1's f1_score: 0.660345 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.392499 training's f1_score: 0.757881 valid_1's binary_logloss: 0.444157 valid_1's f1_score: 0.589226
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.364319 training's f1_score: 0.76742 valid_1's binary_logloss: 0.434172 valid_1's f1_score: 0.60186 [30] training's binary_logloss: 0.352859 training's f1_score: 0.773668 valid_1's binary_logloss: 0.428 valid_1's f1_score: 0.610455 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.34938 training's f1_score: 0.777482 valid_1's binary_logloss: 0.425087 valid_1's f1_score: 0.614996 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.397 training's f1_score: 0.72139 valid_1's binary_logloss: 0.434854 valid_1's f1_score: 0.765525 [20] training's binary_logloss: 0.373196 training's f1_score: 0.731674 valid_1's binary_logloss: 0.411273 valid_1's f1_score: 0.773918 [30] training's binary_logloss: 0.361922 training's f1_score: 0.740653 valid_1's binary_logloss: 0.404097 valid_1's f1_score: 0.779026 Did not meet early stopping. Best iteration is: [35] training's binary_logloss: 0.3583 training's f1_score: 0.743743 valid_1's binary_logloss: 0.401563 valid_1's f1_score: 0.782189 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.408723 training's f1_score: 0.734046 valid_1's binary_logloss: 0.38445 valid_1's f1_score: 0.737211 [20] training's binary_logloss: 0.381422 training's f1_score: 0.746718 valid_1's binary_logloss: 0.363337 valid_1's f1_score: 0.750174
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.371366 training's f1_score: 0.752082 valid_1's binary_logloss: 0.356252 valid_1's f1_score: 0.748603 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.367168 training's f1_score: 0.756445 valid_1's binary_logloss: 0.3535 valid_1's f1_score: 0.749652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.403776 training's f1_score: 0.711659 valid_1's binary_logloss: 0.42525 valid_1's f1_score: 0.79448
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.384279 training's f1_score: 0.719781 valid_1's binary_logloss: 0.403747 valid_1's f1_score: 0.796117 [30] training's binary_logloss: 0.36992 training's f1_score: 0.729052 valid_1's binary_logloss: 0.394105 valid_1's f1_score: 0.793187 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.365006 training's f1_score: 0.732331 valid_1's binary_logloss: 0.390224 valid_1's f1_score: 0.791626 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.386214 training's f1_score: 0.754794 valid_1's binary_logloss: 0.377204 valid_1's f1_score: 0.657293 [20] training's binary_logloss: 0.375409 training's f1_score: 0.761597 valid_1's binary_logloss: 0.371113 valid_1's f1_score: 0.660345 [30] training's binary_logloss: 0.372061 training's f1_score: 0.762581 valid_1's binary_logloss: 0.36683 valid_1's f1_score: 0.662045 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.370005 training's f1_score: 0.763158 valid_1's binary_logloss: 0.364454 valid_1's f1_score: 0.663755
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.366254 training's f1_score: 0.763887 valid_1's binary_logloss: 0.432299 valid_1's f1_score: 0.598958 [20] training's binary_logloss: 0.353048 training's f1_score: 0.771392 valid_1's binary_logloss: 0.431253 valid_1's f1_score: 0.603256 [30] training's binary_logloss: 0.354474 training's f1_score: 0.771545 valid_1's binary_logloss: 0.433933 valid_1's f1_score: 0.59983 Did not meet early stopping. Best iteration is: [21] training's binary_logloss: 0.352257 training's f1_score: 0.771126 valid_1's binary_logloss: 0.430565 valid_1's f1_score: 0.599142 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.375552 training's f1_score: 0.726862 valid_1's binary_logloss: 0.415243 valid_1's f1_score: 0.775777
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.362235 training's f1_score: 0.739886 valid_1's binary_logloss: 0.40342 valid_1's f1_score: 0.778017 [30] training's binary_logloss: 0.362209 training's f1_score: 0.740918 valid_1's binary_logloss: 0.404224 valid_1's f1_score: 0.778913 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.359814 training's f1_score: 0.741124 valid_1's binary_logloss: 0.402291 valid_1's f1_score: 0.777118 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.384766 training's f1_score: 0.742437 valid_1's binary_logloss: 0.365322 valid_1's f1_score: 0.737809 [20] training's binary_logloss: 0.370556 training's f1_score: 0.750201 valid_1's binary_logloss: 0.355787 valid_1's f1_score: 0.744056 [30] training's binary_logloss: 0.369289 training's f1_score: 0.751083 valid_1's binary_logloss: 0.355549 valid_1's f1_score: 0.744934 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.36802 training's f1_score: 0.751289 valid_1's binary_logloss: 0.354344 valid_1's f1_score: 0.744577
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.38091 training's f1_score: 0.721657 valid_1's binary_logloss: 0.402363 valid_1's f1_score: 0.796251 [20] training's binary_logloss: 0.371899 training's f1_score: 0.727179 valid_1's binary_logloss: 0.394088 valid_1's f1_score: 0.794947 [30] training's binary_logloss: 0.369806 training's f1_score: 0.728119 valid_1's binary_logloss: 0.393556 valid_1's f1_score: 0.795333 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.367919 training's f1_score: 0.730763 valid_1's binary_logloss: 0.392104 valid_1's f1_score: 0.794374 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.386217 training's f1_score: 0.754794 valid_1's binary_logloss: 0.377207 valid_1's f1_score: 0.657293
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.375411 training's f1_score: 0.761597 valid_1's binary_logloss: 0.371114 valid_1's f1_score: 0.660345 [30] training's binary_logloss: 0.372062 training's f1_score: 0.762581 valid_1's binary_logloss: 0.366832 valid_1's f1_score: 0.662045 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.370006 training's f1_score: 0.763158 valid_1's binary_logloss: 0.364455 valid_1's f1_score: 0.663755 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.366256 training's f1_score: 0.763887 valid_1's binary_logloss: 0.432298 valid_1's f1_score: 0.598958 [20] training's binary_logloss: 0.353049 training's f1_score: 0.771392 valid_1's binary_logloss: 0.43125 valid_1's f1_score: 0.603256 [30] training's binary_logloss: 0.354475 training's f1_score: 0.771545 valid_1's binary_logloss: 0.433931 valid_1's f1_score: 0.59983 Did not meet early stopping. Best iteration is: [21] training's binary_logloss: 0.352258 training's f1_score: 0.771126 valid_1's binary_logloss: 0.430562 valid_1's f1_score: 0.599142
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.375553 training's f1_score: 0.726862 valid_1's binary_logloss: 0.415244 valid_1's f1_score: 0.775777 [20] training's binary_logloss: 0.362235 training's f1_score: 0.739886 valid_1's binary_logloss: 0.403421 valid_1's f1_score: 0.778017 [30] training's binary_logloss: 0.36221 training's f1_score: 0.740918 valid_1's binary_logloss: 0.404226 valid_1's f1_score: 0.778913 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.359815 training's f1_score: 0.741124 valid_1's binary_logloss: 0.402292 valid_1's f1_score: 0.777118 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.384769 training's f1_score: 0.742437 valid_1's binary_logloss: 0.365324 valid_1's f1_score: 0.737809
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.370557 training's f1_score: 0.750201 valid_1's binary_logloss: 0.355789 valid_1's f1_score: 0.744056 [30] training's binary_logloss: 0.369291 training's f1_score: 0.751083 valid_1's binary_logloss: 0.35555 valid_1's f1_score: 0.744934 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.368021 training's f1_score: 0.751289 valid_1's binary_logloss: 0.354345 valid_1's f1_score: 0.744577 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.380912 training's f1_score: 0.721657 valid_1's binary_logloss: 0.402365 valid_1's f1_score: 0.796251 [20] training's binary_logloss: 0.3719 training's f1_score: 0.727179 valid_1's binary_logloss: 0.394088 valid_1's f1_score: 0.794947 [30] training's binary_logloss: 0.369808 training's f1_score: 0.728119 valid_1's binary_logloss: 0.393556 valid_1's f1_score: 0.795333 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.367921 training's f1_score: 0.730763 valid_1's binary_logloss: 0.392105 valid_1's f1_score: 0.794374
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.38622 training's f1_score: 0.754794 valid_1's binary_logloss: 0.37721 valid_1's f1_score: 0.657293 [20] training's binary_logloss: 0.375412 training's f1_score: 0.761597 valid_1's binary_logloss: 0.371116 valid_1's f1_score: 0.660345 [30] training's binary_logloss: 0.372063 training's f1_score: 0.762581 valid_1's binary_logloss: 0.366833 valid_1's f1_score: 0.662045 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.370007 training's f1_score: 0.763158 valid_1's binary_logloss: 0.364457 valid_1's f1_score: 0.663755 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.366259 training's f1_score: 0.763887 valid_1's binary_logloss: 0.432297 valid_1's f1_score: 0.598958
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.353049 training's f1_score: 0.771392 valid_1's binary_logloss: 0.431248 valid_1's f1_score: 0.603256 [30] training's binary_logloss: 0.354476 training's f1_score: 0.771545 valid_1's binary_logloss: 0.433929 valid_1's f1_score: 0.59983 Did not meet early stopping. Best iteration is: [21] training's binary_logloss: 0.352259 training's f1_score: 0.771126 valid_1's binary_logloss: 0.43056 valid_1's f1_score: 0.599142 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.375555 training's f1_score: 0.726862 valid_1's binary_logloss: 0.415246 valid_1's f1_score: 0.775777 [20] training's binary_logloss: 0.362236 training's f1_score: 0.739886 valid_1's binary_logloss: 0.403422 valid_1's f1_score: 0.778017 [30] training's binary_logloss: 0.362212 training's f1_score: 0.740918 valid_1's binary_logloss: 0.404227 valid_1's f1_score: 0.778913 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.359817 training's f1_score: 0.741124 valid_1's binary_logloss: 0.402293 valid_1's f1_score: 0.777118
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.384771 training's f1_score: 0.742437 valid_1's binary_logloss: 0.365327 valid_1's f1_score: 0.737809 [20] training's binary_logloss: 0.370559 training's f1_score: 0.750201 valid_1's binary_logloss: 0.35579 valid_1's f1_score: 0.744056 [30] training's binary_logloss: 0.369292 training's f1_score: 0.751083 valid_1's binary_logloss: 0.355551 valid_1's f1_score: 0.744934 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.368022 training's f1_score: 0.751289 valid_1's binary_logloss: 0.354346 valid_1's f1_score: 0.744577 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.380914 training's f1_score: 0.721657 valid_1's binary_logloss: 0.402366 valid_1's f1_score: 0.796251
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.371901 training's f1_score: 0.727179 valid_1's binary_logloss: 0.394089 valid_1's f1_score: 0.794947 [30] training's binary_logloss: 0.369809 training's f1_score: 0.728119 valid_1's binary_logloss: 0.393557 valid_1's f1_score: 0.795333 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.367923 training's f1_score: 0.730763 valid_1's binary_logloss: 0.392106 valid_1's f1_score: 0.794374 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.386245 training's f1_score: 0.754794 valid_1's binary_logloss: 0.377234 valid_1's f1_score: 0.657293 [20] training's binary_logloss: 0.375423 training's f1_score: 0.761597 valid_1's binary_logloss: 0.371127 valid_1's f1_score: 0.659776 [30] training's binary_logloss: 0.372073 training's f1_score: 0.762581 valid_1's binary_logloss: 0.366844 valid_1's f1_score: 0.662045 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.370018 training's f1_score: 0.763158 valid_1's binary_logloss: 0.364468 valid_1's f1_score: 0.663755
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.366308 training's f1_score: 0.764131 valid_1's binary_logloss: 0.430845 valid_1's f1_score: 0.6 [20] training's binary_logloss: 0.354141 training's f1_score: 0.770298 valid_1's binary_logloss: 0.430732 valid_1's f1_score: 0.603611 [30] training's binary_logloss: 0.354559 training's f1_score: 0.77068 valid_1's binary_logloss: 0.432179 valid_1's f1_score: 0.602553 Did not meet early stopping. Best iteration is: [21] training's binary_logloss: 0.353412 training's f1_score: 0.770275 valid_1's binary_logloss: 0.429978 valid_1's f1_score: 0.602575 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.377413 training's f1_score: 0.725156 valid_1's binary_logloss: 0.416221 valid_1's f1_score: 0.773595
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.362414 training's f1_score: 0.739519 valid_1's binary_logloss: 0.403419 valid_1's f1_score: 0.77694 [30] training's binary_logloss: 0.363094 training's f1_score: 0.740513 valid_1's binary_logloss: 0.404718 valid_1's f1_score: 0.777002 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.360694 training's f1_score: 0.740449 valid_1's binary_logloss: 0.402993 valid_1's f1_score: 0.777598 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.384791 training's f1_score: 0.742437 valid_1's binary_logloss: 0.365348 valid_1's f1_score: 0.737809 [20] training's binary_logloss: 0.370507 training's f1_score: 0.750121 valid_1's binary_logloss: 0.355631 valid_1's f1_score: 0.744056 [30] training's binary_logloss: 0.368501 training's f1_score: 0.75181 valid_1's binary_logloss: 0.354793 valid_1's f1_score: 0.742138 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.367478 training's f1_score: 0.752057 valid_1's binary_logloss: 0.353424 valid_1's f1_score: 0.741777
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.380945 training's f1_score: 0.72153 valid_1's binary_logloss: 0.402487 valid_1's f1_score: 0.796251 [20] training's binary_logloss: 0.371926 training's f1_score: 0.727179 valid_1's binary_logloss: 0.394193 valid_1's f1_score: 0.794947 [30] training's binary_logloss: 0.369825 training's f1_score: 0.728119 valid_1's binary_logloss: 0.393655 valid_1's f1_score: 0.795333 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.367932 training's f1_score: 0.730889 valid_1's binary_logloss: 0.392201 valid_1's f1_score: 0.794374 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.386203 training's f1_score: 0.753837 valid_1's binary_logloss: 0.377487 valid_1's f1_score: 0.659091
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.374487 training's f1_score: 0.761493 valid_1's binary_logloss: 0.369633 valid_1's f1_score: 0.663786 [30] training's binary_logloss: 0.370172 training's f1_score: 0.761552 valid_1's binary_logloss: 0.36395 valid_1's f1_score: 0.667247 Did not meet early stopping. Best iteration is: [27] training's binary_logloss: 0.369376 training's f1_score: 0.76251 valid_1's binary_logloss: 0.362356 valid_1's f1_score: 0.668416 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.366331 training's f1_score: 0.764131 valid_1's binary_logloss: 0.430835 valid_1's f1_score: 0.6 [20] training's binary_logloss: 0.354145 training's f1_score: 0.770298 valid_1's binary_logloss: 0.430707 valid_1's f1_score: 0.603611 [30] training's binary_logloss: 0.354567 training's f1_score: 0.77068 valid_1's binary_logloss: 0.432161 valid_1's f1_score: 0.602553 Did not meet early stopping. Best iteration is: [21] training's binary_logloss: 0.353418 training's f1_score: 0.77008 valid_1's binary_logloss: 0.429956 valid_1's f1_score: 0.602575 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.377424 training's f1_score: 0.725156 valid_1's binary_logloss: 0.416231 valid_1's f1_score: 0.773595
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.362421 training's f1_score: 0.739519 valid_1's binary_logloss: 0.403426 valid_1's f1_score: 0.77694 [30] training's binary_logloss: 0.363108 training's f1_score: 0.740297 valid_1's binary_logloss: 0.404729 valid_1's f1_score: 0.777002 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.360709 training's f1_score: 0.740449 valid_1's binary_logloss: 0.403005 valid_1's f1_score: 0.777598 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.385136 training's f1_score: 0.740959 valid_1's binary_logloss: 0.365184 valid_1's f1_score: 0.740113 [20] training's binary_logloss: 0.371238 training's f1_score: 0.749437 valid_1's binary_logloss: 0.355221 valid_1's f1_score: 0.742978 [30] training's binary_logloss: 0.36892 training's f1_score: 0.751648 valid_1's binary_logloss: 0.354388 valid_1's f1_score: 0.742817 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.367771 training's f1_score: 0.75129 valid_1's binary_logloss: 0.352703 valid_1's f1_score: 0.743338
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.380966 training's f1_score: 0.72153 valid_1's binary_logloss: 0.402504 valid_1's f1_score: 0.796251 [20] training's binary_logloss: 0.371939 training's f1_score: 0.727304 valid_1's binary_logloss: 0.3942 valid_1's f1_score: 0.794947 [30] training's binary_logloss: 0.369841 training's f1_score: 0.728119 valid_1's binary_logloss: 0.393663 valid_1's f1_score: 0.795333 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.367951 training's f1_score: 0.730763 valid_1's binary_logloss: 0.39221 valid_1's f1_score: 0.79476 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.386466 training's f1_score: 0.754191 valid_1's binary_logloss: 0.377747 valid_1's f1_score: 0.659668
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.376088 training's f1_score: 0.760836 valid_1's binary_logloss: 0.371653 valid_1's f1_score: 0.661512 [30] training's binary_logloss: 0.37035 training's f1_score: 0.762597 valid_1's binary_logloss: 0.364138 valid_1's f1_score: 0.664931 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.369195 training's f1_score: 0.76282 valid_1's binary_logloss: 0.362726 valid_1's f1_score: 0.667249 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.366519 training's f1_score: 0.764254 valid_1's binary_logloss: 0.430623 valid_1's f1_score: 0.6 [20] training's binary_logloss: 0.353403 training's f1_score: 0.769959 valid_1's binary_logloss: 0.429721 valid_1's f1_score: 0.603611 [30] training's binary_logloss: 0.354481 training's f1_score: 0.7715 valid_1's binary_logloss: 0.432011 valid_1's f1_score: 0.601876 Did not meet early stopping. Best iteration is: [21] training's binary_logloss: 0.352627 training's f1_score: 0.771027 valid_1's binary_logloss: 0.429093 valid_1's f1_score: 0.602929
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.376174 training's f1_score: 0.729047 valid_1's binary_logloss: 0.414894 valid_1's f1_score: 0.7731 [20] training's binary_logloss: 0.362433 training's f1_score: 0.740575 valid_1's binary_logloss: 0.40187 valid_1's f1_score: 0.777778 [30] training's binary_logloss: 0.362171 training's f1_score: 0.739332 valid_1's binary_logloss: 0.402418 valid_1's f1_score: 0.780697 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.359783 training's f1_score: 0.74198 valid_1's binary_logloss: 0.400576 valid_1's f1_score: 0.777538 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.385117 training's f1_score: 0.742258 valid_1's binary_logloss: 0.364824 valid_1's f1_score: 0.743825
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.372402 training's f1_score: 0.752085 valid_1's binary_logloss: 0.356013 valid_1's f1_score: 0.740378 [30] training's binary_logloss: 0.369136 training's f1_score: 0.754699 valid_1's binary_logloss: 0.354219 valid_1's f1_score: 0.741053 Did not meet early stopping. Best iteration is: [29] training's binary_logloss: 0.367891 training's f1_score: 0.753745 valid_1's binary_logloss: 0.352809 valid_1's f1_score: 0.741053 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.381007 training's f1_score: 0.721657 valid_1's binary_logloss: 0.402395 valid_1's f1_score: 0.796251 [20] training's binary_logloss: 0.371712 training's f1_score: 0.72721 valid_1's binary_logloss: 0.393902 valid_1's f1_score: 0.794361 [30] training's binary_logloss: 0.369896 training's f1_score: 0.727961 valid_1's binary_logloss: 0.393266 valid_1's f1_score: 0.794361 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.367874 training's f1_score: 0.729753 valid_1's binary_logloss: 0.391911 valid_1's f1_score: 0.794374
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.386824 training's f1_score: 0.750311 valid_1's binary_logloss: 0.379673 valid_1's f1_score: 0.642612 [20] training's binary_logloss: 0.375999 training's f1_score: 0.761817 valid_1's binary_logloss: 0.372749 valid_1's f1_score: 0.654608 [30] training's binary_logloss: 0.371566 training's f1_score: 0.762915 valid_1's binary_logloss: 0.366228 valid_1's f1_score: 0.657415 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.369037 training's f1_score: 0.762829 valid_1's binary_logloss: 0.36305 valid_1's f1_score: 0.657986 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.367329 training's f1_score: 0.762392 valid_1's binary_logloss: 0.430962 valid_1's f1_score: 0.595708 [20] training's binary_logloss: 0.354625 training's f1_score: 0.771271 valid_1's binary_logloss: 0.429393 valid_1's f1_score: 0.597938 [30] training's binary_logloss: 0.355171 training's f1_score: 0.772599 valid_1's binary_logloss: 0.431402 valid_1's f1_score: 0.601351 Did not meet early stopping. Best iteration is: [21] training's binary_logloss: 0.354033 training's f1_score: 0.772333 valid_1's binary_logloss: 0.428807 valid_1's f1_score: 0.598115 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.376349 training's f1_score: 0.729621 valid_1's binary_logloss: 0.41536 valid_1's f1_score: 0.773946 [20] training's binary_logloss: 0.362583 training's f1_score: 0.740702 valid_1's binary_logloss: 0.402253 valid_1's f1_score: 0.777358
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.362954 training's f1_score: 0.738483 valid_1's binary_logloss: 0.403284 valid_1's f1_score: 0.779625 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.360644 training's f1_score: 0.740792 valid_1's binary_logloss: 0.401623 valid_1's f1_score: 0.777598 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.38542 training's f1_score: 0.742295 valid_1's binary_logloss: 0.365162 valid_1's f1_score: 0.743825
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.371326 training's f1_score: 0.752536 valid_1's binary_logloss: 0.355795 valid_1's f1_score: 0.740014 [30] training's binary_logloss: 0.368235 training's f1_score: 0.753935 valid_1's binary_logloss: 0.35394 valid_1's f1_score: 0.739496 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.36726 training's f1_score: 0.753297 valid_1's binary_logloss: 0.352692 valid_1's f1_score: 0.739496 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.382674 training's f1_score: 0.718386 valid_1's binary_logloss: 0.403679 valid_1's f1_score: 0.796059 [20] training's binary_logloss: 0.372533 training's f1_score: 0.728682 valid_1's binary_logloss: 0.394735 valid_1's f1_score: 0.793605 [30] training's binary_logloss: 0.369996 training's f1_score: 0.729404 valid_1's binary_logloss: 0.393136 valid_1's f1_score: 0.795928 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.368025 training's f1_score: 0.732205 valid_1's binary_logloss: 0.391969 valid_1's f1_score: 0.796117 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.389699 training's f1_score: 0.75246 valid_1's binary_logloss: 0.379008 valid_1's f1_score: 0.645048
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.376785 training's f1_score: 0.760746 valid_1's binary_logloss: 0.371476 valid_1's f1_score: 0.652286 [30] training's binary_logloss: 0.372399 training's f1_score: 0.761302 valid_1's binary_logloss: 0.364841 valid_1's f1_score: 0.65338 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.370427 training's f1_score: 0.762625 valid_1's binary_logloss: 0.362661 valid_1's f1_score: 0.653913 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.370902 training's f1_score: 0.761358 valid_1's binary_logloss: 0.431245 valid_1's f1_score: 0.602224 [20] training's binary_logloss: 0.354978 training's f1_score: 0.771456 valid_1's binary_logloss: 0.428222 valid_1's f1_score: 0.603229 [30] training's binary_logloss: 0.353804 training's f1_score: 0.772727 valid_1's binary_logloss: 0.429272 valid_1's f1_score: 0.60473 Did not meet early stopping. Best iteration is: [21] training's binary_logloss: 0.35349 training's f1_score: 0.773371 valid_1's binary_logloss: 0.42694 valid_1's f1_score: 0.601019
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.381338 training's f1_score: 0.729359 valid_1's binary_logloss: 0.419703 valid_1's f1_score: 0.773493 [20] training's binary_logloss: 0.365923 training's f1_score: 0.738128 valid_1's binary_logloss: 0.40561 valid_1's f1_score: 0.778495 [30] training's binary_logloss: 0.364762 training's f1_score: 0.738751 valid_1's binary_logloss: 0.406004 valid_1's f1_score: 0.778135 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.36262 training's f1_score: 0.739594 valid_1's binary_logloss: 0.404107 valid_1's f1_score: 0.776762 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.388002 training's f1_score: 0.738727 valid_1's binary_logloss: 0.368397 valid_1's f1_score: 0.743463
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.371273 training's f1_score: 0.752782 valid_1's binary_logloss: 0.355617 valid_1's f1_score: 0.742616 [30] training's binary_logloss: 0.368177 training's f1_score: 0.754341 valid_1's binary_logloss: 0.353934 valid_1's f1_score: 0.743662 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.367035 training's f1_score: 0.753829 valid_1's binary_logloss: 0.352292 valid_1's f1_score: 0.744186 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.384557 training's f1_score: 0.716777 valid_1's binary_logloss: 0.407157 valid_1's f1_score: 0.798628 [20] training's binary_logloss: 0.374318 training's f1_score: 0.726619 valid_1's binary_logloss: 0.397663 valid_1's f1_score: 0.794785 [30] training's binary_logloss: 0.371653 training's f1_score: 0.728144 valid_1's binary_logloss: 0.396571 valid_1's f1_score: 0.793819 Did not meet early stopping. Best iteration is: [35] training's binary_logloss: 0.369215 training's f1_score: 0.729512 valid_1's binary_logloss: 0.395042 valid_1's f1_score: 0.792836
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.396108 training's f1_score: 0.749181 valid_1's binary_logloss: 0.393872 valid_1's f1_score: 0.636678 [20] training's binary_logloss: 0.377718 training's f1_score: 0.758834 valid_1's binary_logloss: 0.376688 valid_1's f1_score: 0.64987 [30] training's binary_logloss: 0.373408 training's f1_score: 0.760433 valid_1's binary_logloss: 0.36989 valid_1's f1_score: 0.651607 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.370422 training's f1_score: 0.761388 valid_1's binary_logloss: 0.366201 valid_1's f1_score: 0.653846 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.375677 training's f1_score: 0.762286 valid_1's binary_logloss: 0.433691 valid_1's f1_score: 0.604452
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.358307 training's f1_score: 0.768622 valid_1's binary_logloss: 0.429756 valid_1's f1_score: 0.600513 [30] training's binary_logloss: 0.354479 training's f1_score: 0.77272 valid_1's binary_logloss: 0.428466 valid_1's f1_score: 0.601709 Did not meet early stopping. Best iteration is: [30] training's binary_logloss: 0.354479 training's f1_score: 0.77272 valid_1's binary_logloss: 0.428466 valid_1's f1_score: 0.601709 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.38349 training's f1_score: 0.725446 valid_1's binary_logloss: 0.423109 valid_1's f1_score: 0.771398 [20] training's binary_logloss: 0.365096 training's f1_score: 0.735716 valid_1's binary_logloss: 0.407116 valid_1's f1_score: 0.77496 [30] training's binary_logloss: 0.362826 training's f1_score: 0.740297 valid_1's binary_logloss: 0.405848 valid_1's f1_score: 0.780279 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.361128 training's f1_score: 0.739721 valid_1's binary_logloss: 0.404545 valid_1's f1_score: 0.779989
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.393214 training's f1_score: 0.738881 valid_1's binary_logloss: 0.372036 valid_1's f1_score: 0.736248 [20] training's binary_logloss: 0.374293 training's f1_score: 0.748989 valid_1's binary_logloss: 0.358234 valid_1's f1_score: 0.742938 [30] training's binary_logloss: 0.370197 training's f1_score: 0.751977 valid_1's binary_logloss: 0.355716 valid_1's f1_score: 0.745595 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.368438 training's f1_score: 0.752594 valid_1's binary_logloss: 0.353429 valid_1's f1_score: 0.746648 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.387689 training's f1_score: 0.718012 valid_1's binary_logloss: 0.408589 valid_1's f1_score: 0.79782
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.376978 training's f1_score: 0.725271 valid_1's binary_logloss: 0.39673 valid_1's f1_score: 0.794922 [30] training's binary_logloss: 0.37184 training's f1_score: 0.72793 valid_1's binary_logloss: 0.394014 valid_1's f1_score: 0.796098 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.369268 training's f1_score: 0.727335 valid_1's binary_logloss: 0.392303 valid_1's f1_score: 0.79531 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.397087 training's f1_score: 0.748944 valid_1's binary_logloss: 0.392099 valid_1's f1_score: 0.634866 [20] training's binary_logloss: 0.377675 training's f1_score: 0.757613 valid_1's binary_logloss: 0.373413 valid_1's f1_score: 0.650307 [30] training's binary_logloss: 0.372943 training's f1_score: 0.761492 valid_1's binary_logloss: 0.367864 valid_1's f1_score: 0.652705 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.370581 training's f1_score: 0.761668 valid_1's binary_logloss: 0.364946 valid_1's f1_score: 0.654418
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.380044 training's f1_score: 0.761025 valid_1's binary_logloss: 0.43705 valid_1's f1_score: 0.602389 [20] training's binary_logloss: 0.362075 training's f1_score: 0.765162 valid_1's binary_logloss: 0.434546 valid_1's f1_score: 0.605646 [30] training's binary_logloss: 0.355084 training's f1_score: 0.771122 valid_1's binary_logloss: 0.430444 valid_1's f1_score: 0.601542 Did not meet early stopping. Best iteration is: [30] training's binary_logloss: 0.355084 training's f1_score: 0.771122 valid_1's binary_logloss: 0.430444 valid_1's f1_score: 0.601542 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.384796 training's f1_score: 0.725725 valid_1's binary_logloss: 0.422477 valid_1's f1_score: 0.77451
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.36833 training's f1_score: 0.728778 valid_1's binary_logloss: 0.409012 valid_1's f1_score: 0.775974 [30] training's binary_logloss: 0.365504 training's f1_score: 0.736788 valid_1's binary_logloss: 0.408126 valid_1's f1_score: 0.776521 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.363504 training's f1_score: 0.736986 valid_1's binary_logloss: 0.406876 valid_1's f1_score: 0.77628 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.39496 training's f1_score: 0.736687 valid_1's binary_logloss: 0.37321 valid_1's f1_score: 0.738854 [20] training's binary_logloss: 0.377113 training's f1_score: 0.749879 valid_1's binary_logloss: 0.359627 valid_1's f1_score: 0.744056 [30] training's binary_logloss: 0.372125 training's f1_score: 0.751889 valid_1's binary_logloss: 0.356134 valid_1's f1_score: 0.744577 Did not meet early stopping. Best iteration is: [26] training's binary_logloss: 0.370796 training's f1_score: 0.752395 valid_1's binary_logloss: 0.353309 valid_1's f1_score: 0.750353 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.392491 training's f1_score: 0.715362 valid_1's binary_logloss: 0.413453 valid_1's f1_score: 0.794249 [20] training's binary_logloss: 0.380062 training's f1_score: 0.723668 valid_1's binary_logloss: 0.399149 valid_1's f1_score: 0.794909 [30] training's binary_logloss: 0.374132 training's f1_score: 0.727179 valid_1's binary_logloss: 0.395451 valid_1's f1_score: 0.794534 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.371245 training's f1_score: 0.727679 valid_1's binary_logloss: 0.393618 valid_1's f1_score: 0.793744 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.416846 training's f1_score: 0.746542 valid_1's binary_logloss: 0.407874 valid_1's f1_score: 0.639725 [20] training's binary_logloss: 0.394644 training's f1_score: 0.752804 valid_1's binary_logloss: 0.390294 valid_1's f1_score: 0.64726 [30] training's binary_logloss: 0.380853 training's f1_score: 0.758642 valid_1's binary_logloss: 0.374186 valid_1's f1_score: 0.655681 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.377146 training's f1_score: 0.761286 valid_1's binary_logloss: 0.370175 valid_1's f1_score: 0.655623 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.399161 training's f1_score: 0.756551 valid_1's binary_logloss: 0.447747 valid_1's f1_score: 0.585 [20] training's binary_logloss: 0.37396 training's f1_score: 0.765897 valid_1's binary_logloss: 0.437976 valid_1's f1_score: 0.593909 [30] training's binary_logloss: 0.363188 training's f1_score: 0.770929 valid_1's binary_logloss: 0.433043 valid_1's f1_score: 0.594228 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.360945 training's f1_score: 0.771527 valid_1's binary_logloss: 0.432191 valid_1's f1_score: 0.599492 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.403938 training's f1_score: 0.719986 valid_1's binary_logloss: 0.439713 valid_1's f1_score: 0.76165 [20] training's binary_logloss: 0.382685 training's f1_score: 0.723195 valid_1's binary_logloss: 0.420189 valid_1's f1_score: 0.77111 [30] training's binary_logloss: 0.373111 training's f1_score: 0.729276 valid_1's binary_logloss: 0.41229 valid_1's f1_score: 0.772655 Did not meet early stopping. Best iteration is: [35] training's binary_logloss: 0.369148 training's f1_score: 0.733311 valid_1's binary_logloss: 0.409172 valid_1's f1_score: 0.773575 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.417533 training's f1_score: 0.733172 valid_1's binary_logloss: 0.392515 valid_1's f1_score: 0.738526 [20] training's binary_logloss: 0.391064 training's f1_score: 0.739664 valid_1's binary_logloss: 0.370091 valid_1's f1_score: 0.743572
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.381584 training's f1_score: 0.747302 valid_1's binary_logloss: 0.362311 valid_1's f1_score: 0.747573 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.378865 training's f1_score: 0.749719 valid_1's binary_logloss: 0.360447 valid_1's f1_score: 0.747222 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.408736 training's f1_score: 0.708702 valid_1's binary_logloss: 0.428837 valid_1's f1_score: 0.793446
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.391704 training's f1_score: 0.714828 valid_1's binary_logloss: 0.407321 valid_1's f1_score: 0.793901 [30] training's binary_logloss: 0.379363 training's f1_score: 0.72347 valid_1's binary_logloss: 0.396944 valid_1's f1_score: 0.792545 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.374527 training's f1_score: 0.727525 valid_1's binary_logloss: 0.39326 valid_1's f1_score: 0.793324 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.396356 training's f1_score: 0.751093 valid_1's binary_logloss: 0.389271 valid_1's f1_score: 0.639515 [20] training's binary_logloss: 0.388714 training's f1_score: 0.753471 valid_1's binary_logloss: 0.384723 valid_1's f1_score: 0.642735 [30] training's binary_logloss: 0.387512 training's f1_score: 0.754828 valid_1's binary_logloss: 0.383254 valid_1's f1_score: 0.645494 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.38509 training's f1_score: 0.756665 valid_1's binary_logloss: 0.379986 valid_1's f1_score: 0.648789
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.374867 training's f1_score: 0.761874 valid_1's binary_logloss: 0.432969 valid_1's f1_score: 0.595156 [20] training's binary_logloss: 0.368369 training's f1_score: 0.766958 valid_1's binary_logloss: 0.437199 valid_1's f1_score: 0.601027 [30] training's binary_logloss: 0.36903 training's f1_score: 0.766993 valid_1's binary_logloss: 0.438871 valid_1's f1_score: 0.600171 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.36767 training's f1_score: 0.766858 valid_1's binary_logloss: 0.436042 valid_1's f1_score: 0.599829 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.38461 training's f1_score: 0.725882 valid_1's binary_logloss: 0.42285 valid_1's f1_score: 0.770394
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.378203 training's f1_score: 0.727304 valid_1's binary_logloss: 0.416347 valid_1's f1_score: 0.772118 [30] training's binary_logloss: 0.377791 training's f1_score: 0.72893 valid_1's binary_logloss: 0.416428 valid_1's f1_score: 0.773019 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.376402 training's f1_score: 0.729152 valid_1's binary_logloss: 0.415407 valid_1's f1_score: 0.773848 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.394977 training's f1_score: 0.731811 valid_1's binary_logloss: 0.373901 valid_1's f1_score: 0.738483 [20] training's binary_logloss: 0.384656 training's f1_score: 0.742774 valid_1's binary_logloss: 0.367747 valid_1's f1_score: 0.74386 [30] training's binary_logloss: 0.383071 training's f1_score: 0.746196 valid_1's binary_logloss: 0.367007 valid_1's f1_score: 0.741777 Did not meet early stopping. Best iteration is: [26] training's binary_logloss: 0.381754 training's f1_score: 0.744715 valid_1's binary_logloss: 0.365106 valid_1's f1_score: 0.7435 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.392884 training's f1_score: 0.71361 valid_1's binary_logloss: 0.410434 valid_1's f1_score: 0.796627 [20] training's binary_logloss: 0.385422 training's f1_score: 0.720733 valid_1's binary_logloss: 0.401265 valid_1's f1_score: 0.794708
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.385192 training's f1_score: 0.721436 valid_1's binary_logloss: 0.401128 valid_1's f1_score: 0.795299 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.382032 training's f1_score: 0.720209 valid_1's binary_logloss: 0.398284 valid_1's f1_score: 0.796652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.396358 training's f1_score: 0.751093 valid_1's binary_logloss: 0.389273 valid_1's f1_score: 0.639515
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.388714 training's f1_score: 0.753471 valid_1's binary_logloss: 0.384724 valid_1's f1_score: 0.642735 [30] training's binary_logloss: 0.387512 training's f1_score: 0.754828 valid_1's binary_logloss: 0.383255 valid_1's f1_score: 0.645494 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.385091 training's f1_score: 0.756665 valid_1's binary_logloss: 0.379987 valid_1's f1_score: 0.648789 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.374869 training's f1_score: 0.761874 valid_1's binary_logloss: 0.432968 valid_1's f1_score: 0.595156 [20] training's binary_logloss: 0.36837 training's f1_score: 0.766958 valid_1's binary_logloss: 0.437198 valid_1's f1_score: 0.601027 [30] training's binary_logloss: 0.369031 training's f1_score: 0.766993 valid_1's binary_logloss: 0.43887 valid_1's f1_score: 0.600171 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.36767 training's f1_score: 0.766858 valid_1's binary_logloss: 0.43604 valid_1's f1_score: 0.599829
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.384611 training's f1_score: 0.725882 valid_1's binary_logloss: 0.422851 valid_1's f1_score: 0.770394 [20] training's binary_logloss: 0.378203 training's f1_score: 0.727304 valid_1's binary_logloss: 0.416347 valid_1's f1_score: 0.772118 [30] training's binary_logloss: 0.377792 training's f1_score: 0.72893 valid_1's binary_logloss: 0.416428 valid_1's f1_score: 0.773019 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.376403 training's f1_score: 0.729152 valid_1's binary_logloss: 0.415407 valid_1's f1_score: 0.773848 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.394979 training's f1_score: 0.731811 valid_1's binary_logloss: 0.373903 valid_1's f1_score: 0.738483
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.384656 training's f1_score: 0.742774 valid_1's binary_logloss: 0.367748 valid_1's f1_score: 0.74386 [30] training's binary_logloss: 0.383072 training's f1_score: 0.746196 valid_1's binary_logloss: 0.367008 valid_1's f1_score: 0.741777 Did not meet early stopping. Best iteration is: [26] training's binary_logloss: 0.381755 training's f1_score: 0.744715 valid_1's binary_logloss: 0.365107 valid_1's f1_score: 0.7435 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.392884 training's f1_score: 0.71361 valid_1's binary_logloss: 0.410435 valid_1's f1_score: 0.796627 [20] training's binary_logloss: 0.385423 training's f1_score: 0.720733 valid_1's binary_logloss: 0.401265 valid_1's f1_score: 0.794708 [30] training's binary_logloss: 0.385193 training's f1_score: 0.721436 valid_1's binary_logloss: 0.401128 valid_1's f1_score: 0.795299 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.382033 training's f1_score: 0.720209 valid_1's binary_logloss: 0.398284 valid_1's f1_score: 0.796652
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.39636 training's f1_score: 0.751093 valid_1's binary_logloss: 0.389275 valid_1's f1_score: 0.639515 [20] training's binary_logloss: 0.388715 training's f1_score: 0.753471 valid_1's binary_logloss: 0.384725 valid_1's f1_score: 0.642735 [30] training's binary_logloss: 0.387513 training's f1_score: 0.754828 valid_1's binary_logloss: 0.383256 valid_1's f1_score: 0.645494 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.385091 training's f1_score: 0.756665 valid_1's binary_logloss: 0.379987 valid_1's f1_score: 0.648789 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.374872 training's f1_score: 0.761874 valid_1's binary_logloss: 0.432968 valid_1's f1_score: 0.595156
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.36837 training's f1_score: 0.766958 valid_1's binary_logloss: 0.437196 valid_1's f1_score: 0.601027 [30] training's binary_logloss: 0.369032 training's f1_score: 0.766993 valid_1's binary_logloss: 0.438869 valid_1's f1_score: 0.600171 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.36767 training's f1_score: 0.766858 valid_1's binary_logloss: 0.436039 valid_1's f1_score: 0.599829 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.384612 training's f1_score: 0.725882 valid_1's binary_logloss: 0.422852 valid_1's f1_score: 0.770394 [20] training's binary_logloss: 0.378203 training's f1_score: 0.727304 valid_1's binary_logloss: 0.416347 valid_1's f1_score: 0.772118 [30] training's binary_logloss: 0.377793 training's f1_score: 0.72893 valid_1's binary_logloss: 0.416429 valid_1's f1_score: 0.773019 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.376403 training's f1_score: 0.729152 valid_1's binary_logloss: 0.415408 valid_1's f1_score: 0.773848
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.39498 training's f1_score: 0.731811 valid_1's binary_logloss: 0.373905 valid_1's f1_score: 0.738483 [20] training's binary_logloss: 0.384657 training's f1_score: 0.742774 valid_1's binary_logloss: 0.367749 valid_1's f1_score: 0.74386 [30] training's binary_logloss: 0.383072 training's f1_score: 0.746196 valid_1's binary_logloss: 0.367009 valid_1's f1_score: 0.741777 Did not meet early stopping. Best iteration is: [26] training's binary_logloss: 0.381756 training's f1_score: 0.744715 valid_1's binary_logloss: 0.365108 valid_1's f1_score: 0.7435 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.392885 training's f1_score: 0.71361 valid_1's binary_logloss: 0.410436 valid_1's f1_score: 0.796627
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.385423 training's f1_score: 0.720733 valid_1's binary_logloss: 0.401266 valid_1's f1_score: 0.794708 [30] training's binary_logloss: 0.385193 training's f1_score: 0.721436 valid_1's binary_logloss: 0.401129 valid_1's f1_score: 0.795299 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.382034 training's f1_score: 0.720209 valid_1's binary_logloss: 0.398285 valid_1's f1_score: 0.796652 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.396377 training's f1_score: 0.751093 valid_1's binary_logloss: 0.389292 valid_1's f1_score: 0.639515 [20] training's binary_logloss: 0.388828 training's f1_score: 0.753471 valid_1's binary_logloss: 0.384768 valid_1's f1_score: 0.642735 [30] training's binary_logloss: 0.387621 training's f1_score: 0.754828 valid_1's binary_logloss: 0.383303 valid_1's f1_score: 0.645494 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.385189 training's f1_score: 0.756665 valid_1's binary_logloss: 0.380018 valid_1's f1_score: 0.648789
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.374896 training's f1_score: 0.761874 valid_1's binary_logloss: 0.432988 valid_1's f1_score: 0.595156 [20] training's binary_logloss: 0.368379 training's f1_score: 0.766958 valid_1's binary_logloss: 0.437199 valid_1's f1_score: 0.601027 [30] training's binary_logloss: 0.369034 training's f1_score: 0.766993 valid_1's binary_logloss: 0.438866 valid_1's f1_score: 0.600171 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.367678 training's f1_score: 0.766858 valid_1's binary_logloss: 0.436037 valid_1's f1_score: 0.599829 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.384621 training's f1_score: 0.725882 valid_1's binary_logloss: 0.422859 valid_1's f1_score: 0.770394
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.378206 training's f1_score: 0.727429 valid_1's binary_logloss: 0.416348 valid_1's f1_score: 0.772118 [30] training's binary_logloss: 0.3778 training's f1_score: 0.72893 valid_1's binary_logloss: 0.416434 valid_1's f1_score: 0.773019 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.376408 training's f1_score: 0.729152 valid_1's binary_logloss: 0.415411 valid_1's f1_score: 0.773848 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.394994 training's f1_score: 0.731811 valid_1's binary_logloss: 0.373922 valid_1's f1_score: 0.738483 [20] training's binary_logloss: 0.384661 training's f1_score: 0.742774 valid_1's binary_logloss: 0.367756 valid_1's f1_score: 0.74386 [30] training's binary_logloss: 0.382762 training's f1_score: 0.746317 valid_1's binary_logloss: 0.36671 valid_1's f1_score: 0.742817 Did not meet early stopping. Best iteration is: [26] training's binary_logloss: 0.381321 training's f1_score: 0.744792 valid_1's binary_logloss: 0.364675 valid_1's f1_score: 0.744546
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.392892 training's f1_score: 0.71361 valid_1's binary_logloss: 0.410444 valid_1's f1_score: 0.796627 [20] training's binary_logloss: 0.384567 training's f1_score: 0.720624 valid_1's binary_logloss: 0.401005 valid_1's f1_score: 0.79312 [30] training's binary_logloss: 0.384939 training's f1_score: 0.721023 valid_1's binary_logloss: 0.40132 valid_1's f1_score: 0.793916 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.382866 training's f1_score: 0.721311 valid_1's binary_logloss: 0.399273 valid_1's f1_score: 0.794089 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.396398 training's f1_score: 0.751093 valid_1's binary_logloss: 0.389313 valid_1's f1_score: 0.639515
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.388833 training's f1_score: 0.753471 valid_1's binary_logloss: 0.384776 valid_1's f1_score: 0.642735 [30] training's binary_logloss: 0.387625 training's f1_score: 0.754828 valid_1's binary_logloss: 0.383309 valid_1's f1_score: 0.645494 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.385193 training's f1_score: 0.756665 valid_1's binary_logloss: 0.380024 valid_1's f1_score: 0.648789 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.374921 training's f1_score: 0.761874 valid_1's binary_logloss: 0.433022 valid_1's f1_score: 0.595156 [20] training's binary_logloss: 0.368385 training's f1_score: 0.766958 valid_1's binary_logloss: 0.437219 valid_1's f1_score: 0.600513 [30] training's binary_logloss: 0.369042 training's f1_score: 0.766993 valid_1's binary_logloss: 0.43889 valid_1's f1_score: 0.599659 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.367682 training's f1_score: 0.766858 valid_1's binary_logloss: 0.436053 valid_1's f1_score: 0.599315 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.384631 training's f1_score: 0.725882 valid_1's binary_logloss: 0.422867 valid_1's f1_score: 0.770394 [20] training's binary_logloss: 0.378201 training's f1_score: 0.727429 valid_1's binary_logloss: 0.416357 valid_1's f1_score: 0.772118
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.377808 training's f1_score: 0.72893 valid_1's binary_logloss: 0.416453 valid_1's f1_score: 0.773019 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.376411 training's f1_score: 0.729152 valid_1's binary_logloss: 0.415425 valid_1's f1_score: 0.773848 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.395012 training's f1_score: 0.731811 valid_1's binary_logloss: 0.373943 valid_1's f1_score: 0.738483
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.384667 training's f1_score: 0.742894 valid_1's binary_logloss: 0.367765 valid_1's f1_score: 0.74386 [30] training's binary_logloss: 0.382771 training's f1_score: 0.746317 valid_1's binary_logloss: 0.36672 valid_1's f1_score: 0.742817 Did not meet early stopping. Best iteration is: [26] training's binary_logloss: 0.381329 training's f1_score: 0.744792 valid_1's binary_logloss: 0.364686 valid_1's f1_score: 0.744546 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.392787 training's f1_score: 0.71311 valid_1's binary_logloss: 0.40993 valid_1's f1_score: 0.796829 [20] training's binary_logloss: 0.384472 training's f1_score: 0.720874 valid_1's binary_logloss: 0.400516 valid_1's f1_score: 0.792157 [30] training's binary_logloss: 0.386341 training's f1_score: 0.720649 valid_1's binary_logloss: 0.401707 valid_1's f1_score: 0.79334 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.382629 training's f1_score: 0.721624 valid_1's binary_logloss: 0.398598 valid_1's f1_score: 0.793137
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.396918 training's f1_score: 0.750429 valid_1's binary_logloss: 0.3893 valid_1's f1_score: 0.638889 [20] training's binary_logloss: 0.389879 training's f1_score: 0.753471 valid_1's binary_logloss: 0.386288 valid_1's f1_score: 0.643225 [30] training's binary_logloss: 0.386153 training's f1_score: 0.755143 valid_1's binary_logloss: 0.380954 valid_1's f1_score: 0.645439 Did not meet early stopping. Best iteration is: [27] training's binary_logloss: 0.385398 training's f1_score: 0.754647 valid_1's binary_logloss: 0.379541 valid_1's f1_score: 0.644828 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.375331 training's f1_score: 0.76163 valid_1's binary_logloss: 0.433113 valid_1's f1_score: 0.597403
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.370393 training's f1_score: 0.766497 valid_1's binary_logloss: 0.438635 valid_1's f1_score: 0.601196 [30] training's binary_logloss: 0.36921 training's f1_score: 0.766846 valid_1's binary_logloss: 0.438672 valid_1's f1_score: 0.599149 Did not meet early stopping. Best iteration is: [16] training's binary_logloss: 0.368189 training's f1_score: 0.765578 valid_1's binary_logloss: 0.435071 valid_1's f1_score: 0.601542 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.383027 training's f1_score: 0.727876 valid_1's binary_logloss: 0.422351 valid_1's f1_score: 0.76898 [20] training's binary_logloss: 0.377741 training's f1_score: 0.726898 valid_1's binary_logloss: 0.416189 valid_1's f1_score: 0.771046 [30] training's binary_logloss: 0.377424 training's f1_score: 0.728363 valid_1's binary_logloss: 0.41652 valid_1's f1_score: 0.773091 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.375095 training's f1_score: 0.72821 valid_1's binary_logloss: 0.414798 valid_1's f1_score: 0.771291
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.394832 training's f1_score: 0.73355 valid_1's binary_logloss: 0.374145 valid_1's f1_score: 0.733569 [20] training's binary_logloss: 0.383549 training's f1_score: 0.744977 valid_1's binary_logloss: 0.366967 valid_1's f1_score: 0.740378 [30] training's binary_logloss: 0.381422 training's f1_score: 0.746961 valid_1's binary_logloss: 0.365567 valid_1's f1_score: 0.742297 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.38043 training's f1_score: 0.747399 valid_1's binary_logloss: 0.364627 valid_1's f1_score: 0.744382 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.392919 training's f1_score: 0.71401 valid_1's binary_logloss: 0.410853 valid_1's f1_score: 0.796627
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.384806 training's f1_score: 0.720413 valid_1's binary_logloss: 0.40177 valid_1's f1_score: 0.794708 [30] training's binary_logloss: 0.386496 training's f1_score: 0.720866 valid_1's binary_logloss: 0.402884 valid_1's f1_score: 0.79393 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.382522 training's f1_score: 0.720208 valid_1's binary_logloss: 0.399921 valid_1's f1_score: 0.795678 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.399013 training's f1_score: 0.750855 valid_1's binary_logloss: 0.392727 valid_1's f1_score: 0.637931 [20] training's binary_logloss: 0.389225 training's f1_score: 0.753987 valid_1's binary_logloss: 0.385742 valid_1's f1_score: 0.643658 [30] training's binary_logloss: 0.386442 training's f1_score: 0.755342 valid_1's binary_logloss: 0.381703 valid_1's f1_score: 0.645329 Did not meet early stopping. Best iteration is: [27] training's binary_logloss: 0.385661 training's f1_score: 0.755045 valid_1's binary_logloss: 0.380312 valid_1's f1_score: 0.643539
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.375516 training's f1_score: 0.762989 valid_1's binary_logloss: 0.433395 valid_1's f1_score: 0.593426 [20] training's binary_logloss: 0.367008 training's f1_score: 0.766587 valid_1's binary_logloss: 0.436011 valid_1's f1_score: 0.60274 [30] training's binary_logloss: 0.368158 training's f1_score: 0.766213 valid_1's binary_logloss: 0.438484 valid_1's f1_score: 0.604255 Did not meet early stopping. Best iteration is: [20] training's binary_logloss: 0.367008 training's f1_score: 0.766587 valid_1's binary_logloss: 0.436011 valid_1's f1_score: 0.60274 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.386552 training's f1_score: 0.723008 valid_1's binary_logloss: 0.424093 valid_1's f1_score: 0.766917
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.376873 training's f1_score: 0.727398 valid_1's binary_logloss: 0.414941 valid_1's f1_score: 0.773848 [30] training's binary_logloss: 0.377319 training's f1_score: 0.728953 valid_1's binary_logloss: 0.415697 valid_1's f1_score: 0.773504 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.375927 training's f1_score: 0.726426 valid_1's binary_logloss: 0.414584 valid_1's f1_score: 0.772532 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.395734 training's f1_score: 0.731787 valid_1's binary_logloss: 0.374655 valid_1's f1_score: 0.734607 [20] training's binary_logloss: 0.385292 training's f1_score: 0.741815 valid_1's binary_logloss: 0.369311 valid_1's f1_score: 0.7435 [30] training's binary_logloss: 0.383127 training's f1_score: 0.744632 valid_1's binary_logloss: 0.36776 valid_1's f1_score: 0.742978 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.382002 training's f1_score: 0.743343 valid_1's binary_logloss: 0.366675 valid_1's f1_score: 0.743139
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.39305 training's f1_score: 0.713333 valid_1's binary_logloss: 0.410338 valid_1's f1_score: 0.796232 [20] training's binary_logloss: 0.387494 training's f1_score: 0.719476 valid_1's binary_logloss: 0.402103 valid_1's f1_score: 0.794118 [30] training's binary_logloss: 0.386792 training's f1_score: 0.720469 valid_1's binary_logloss: 0.401749 valid_1's f1_score: 0.794708 Did not meet early stopping. Best iteration is: [19] training's binary_logloss: 0.385295 training's f1_score: 0.719903 valid_1's binary_logloss: 0.400303 valid_1's f1_score: 0.794305 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.398613 training's f1_score: 0.748116 valid_1's binary_logloss: 0.391243 valid_1's f1_score: 0.64042
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.389363 training's f1_score: 0.753705 valid_1's binary_logloss: 0.386063 valid_1's f1_score: 0.646235 [30] training's binary_logloss: 0.386695 training's f1_score: 0.755147 valid_1's binary_logloss: 0.3828 valid_1's f1_score: 0.645669 Did not meet early stopping. Best iteration is: [34] training's binary_logloss: 0.384584 training's f1_score: 0.75477 valid_1's binary_logloss: 0.379898 valid_1's f1_score: 0.647318 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.378665 training's f1_score: 0.762456 valid_1's binary_logloss: 0.434837 valid_1's f1_score: 0.596522 [20] training's binary_logloss: 0.368024 training's f1_score: 0.766932 valid_1's binary_logloss: 0.434857 valid_1's f1_score: 0.600688 [30] training's binary_logloss: 0.36917 training's f1_score: 0.766624 valid_1's binary_logloss: 0.437503 valid_1's f1_score: 0.605128 Did not meet early stopping. Best iteration is: [21] training's binary_logloss: 0.367364 training's f1_score: 0.766736 valid_1's binary_logloss: 0.434354 valid_1's f1_score: 0.600688
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.386817 training's f1_score: 0.726545 valid_1's binary_logloss: 0.424704 valid_1's f1_score: 0.768392 [20] training's binary_logloss: 0.375819 training's f1_score: 0.728714 valid_1's binary_logloss: 0.414986 valid_1's f1_score: 0.779333 [30] training's binary_logloss: 0.376244 training's f1_score: 0.729392 valid_1's binary_logloss: 0.415681 valid_1's f1_score: 0.776886 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.374549 training's f1_score: 0.729837 valid_1's binary_logloss: 0.414405 valid_1's f1_score: 0.777658 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.399485 training's f1_score: 0.730976 valid_1's binary_logloss: 0.377874 valid_1's f1_score: 0.735584
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.386089 training's f1_score: 0.741705 valid_1's binary_logloss: 0.368918 valid_1's f1_score: 0.744741 [30] training's binary_logloss: 0.382934 training's f1_score: 0.743043 valid_1's binary_logloss: 0.366245 valid_1's f1_score: 0.744741 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.381759 training's f1_score: 0.743966 valid_1's binary_logloss: 0.365097 valid_1's f1_score: 0.742978 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.395956 training's f1_score: 0.710186 valid_1's binary_logloss: 0.415268 valid_1's f1_score: 0.793257 [20] training's binary_logloss: 0.387406 training's f1_score: 0.71855 valid_1's binary_logloss: 0.404503 valid_1's f1_score: 0.792934 [30] training's binary_logloss: 0.38752 training's f1_score: 0.71854 valid_1's binary_logloss: 0.40509 valid_1's f1_score: 0.792934 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.383339 training's f1_score: 0.721607 valid_1's binary_logloss: 0.40166 valid_1's f1_score: 0.792527
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.404543 training's f1_score: 0.74715 valid_1's binary_logloss: 0.402452 valid_1's f1_score: 0.63503 [20] training's binary_logloss: 0.390941 training's f1_score: 0.750738 valid_1's binary_logloss: 0.389101 valid_1's f1_score: 0.641115 [30] training's binary_logloss: 0.387943 training's f1_score: 0.751088 valid_1's binary_logloss: 0.384401 valid_1's f1_score: 0.642795 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.385926 training's f1_score: 0.752491 valid_1's binary_logloss: 0.381692 valid_1's f1_score: 0.645614 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.384455 training's f1_score: 0.761206 valid_1's binary_logloss: 0.437622 valid_1's f1_score: 0.601206
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.36976 training's f1_score: 0.763735 valid_1's binary_logloss: 0.436207 valid_1's f1_score: 0.603935 [30] training's binary_logloss: 0.368706 training's f1_score: 0.764073 valid_1's binary_logloss: 0.436773 valid_1's f1_score: 0.603256 Did not meet early stopping. Best iteration is: [21] training's binary_logloss: 0.368521 training's f1_score: 0.763613 valid_1's binary_logloss: 0.435236 valid_1's f1_score: 0.60497 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.387142 training's f1_score: 0.724804 valid_1's binary_logloss: 0.425481 valid_1's f1_score: 0.767809 [20] training's binary_logloss: 0.377268 training's f1_score: 0.726397 valid_1's binary_logloss: 0.417538 valid_1's f1_score: 0.767991 [30] training's binary_logloss: 0.379003 training's f1_score: 0.728851 valid_1's binary_logloss: 0.418813 valid_1's f1_score: 0.769723 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.376345 training's f1_score: 0.726051 valid_1's binary_logloss: 0.417318 valid_1's f1_score: 0.767492 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.401773 training's f1_score: 0.738169 valid_1's binary_logloss: 0.378359 valid_1's f1_score: 0.733051
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.385903 training's f1_score: 0.743423 valid_1's binary_logloss: 0.366166 valid_1's f1_score: 0.741935 [30] training's binary_logloss: 0.383018 training's f1_score: 0.743914 valid_1's binary_logloss: 0.363762 valid_1's f1_score: 0.744741 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.382111 training's f1_score: 0.74439 valid_1's binary_logloss: 0.362897 valid_1's f1_score: 0.745787 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.398789 training's f1_score: 0.710568 valid_1's binary_logloss: 0.417233 valid_1's f1_score: 0.79604 [20] training's binary_logloss: 0.387381 training's f1_score: 0.722222 valid_1's binary_logloss: 0.401754 valid_1's f1_score: 0.793494 [30] training's binary_logloss: 0.387458 training's f1_score: 0.720593 valid_1's binary_logloss: 0.402144 valid_1's f1_score: 0.794494 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.385427 training's f1_score: 0.723529 valid_1's binary_logloss: 0.400612 valid_1's f1_score: 0.794884
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.404024 training's f1_score: 0.747739 valid_1's binary_logloss: 0.397313 valid_1's f1_score: 0.643599 [20] training's binary_logloss: 0.391356 training's f1_score: 0.750039 valid_1's binary_logloss: 0.386129 valid_1's f1_score: 0.641933 [30] training's binary_logloss: 0.388743 training's f1_score: 0.751545 valid_1's binary_logloss: 0.382886 valid_1's f1_score: 0.644657 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.386664 training's f1_score: 0.751859 valid_1's binary_logloss: 0.380061 valid_1's f1_score: 0.646853 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.386687 training's f1_score: 0.758643 valid_1's binary_logloss: 0.439956 valid_1's f1_score: 0.599142
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.372298 training's f1_score: 0.763516 valid_1's binary_logloss: 0.439022 valid_1's f1_score: 0.598813 [30] training's binary_logloss: 0.369056 training's f1_score: 0.765568 valid_1's binary_logloss: 0.43771 valid_1's f1_score: 0.601529 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.369038 training's f1_score: 0.765494 valid_1's binary_logloss: 0.437767 valid_1's f1_score: 0.601529 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.390362 training's f1_score: 0.724582 valid_1's binary_logloss: 0.427609 valid_1's f1_score: 0.772481 [20] training's binary_logloss: 0.377269 training's f1_score: 0.723302 valid_1's binary_logloss: 0.41544 valid_1's f1_score: 0.77319 [30] training's binary_logloss: 0.379191 training's f1_score: 0.7248 valid_1's binary_logloss: 0.417075 valid_1's f1_score: 0.771612 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.377238 training's f1_score: 0.725691 valid_1's binary_logloss: 0.415628 valid_1's f1_score: 0.772436
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.405199 training's f1_score: 0.736258 valid_1's binary_logloss: 0.383474 valid_1's f1_score: 0.730986 [20] training's binary_logloss: 0.387785 training's f1_score: 0.742774 valid_1's binary_logloss: 0.369616 valid_1's f1_score: 0.739283 [30] training's binary_logloss: 0.384459 training's f1_score: 0.74374 valid_1's binary_logloss: 0.367527 valid_1's f1_score: 0.739649 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.383077 training's f1_score: 0.744209 valid_1's binary_logloss: 0.366224 valid_1's f1_score: 0.739283 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.401325 training's f1_score: 0.705719 valid_1's binary_logloss: 0.419254 valid_1's f1_score: 0.791111
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.389124 training's f1_score: 0.717313 valid_1's binary_logloss: 0.404001 valid_1's f1_score: 0.792564 [30] training's binary_logloss: 0.384991 training's f1_score: 0.721159 valid_1's binary_logloss: 0.401039 valid_1's f1_score: 0.792766 Did not meet early stopping. Best iteration is: [24] training's binary_logloss: 0.384554 training's f1_score: 0.720621 valid_1's binary_logloss: 0.401008 valid_1's f1_score: 0.792766 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.422019 training's f1_score: 0.746816 valid_1's binary_logloss: 0.413761 valid_1's f1_score: 0.640545 [20] training's binary_logloss: 0.401117 training's f1_score: 0.750154 valid_1's binary_logloss: 0.398341 valid_1's f1_score: 0.64726 [30] training's binary_logloss: 0.389791 training's f1_score: 0.752052 valid_1's binary_logloss: 0.383173 valid_1's f1_score: 0.649351 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.389289 training's f1_score: 0.752052 valid_1's binary_logloss: 0.382517 valid_1's f1_score: 0.649913
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.404586 training's f1_score: 0.753812 valid_1's binary_logloss: 0.450587 valid_1's f1_score: 0.592779 [20] training's binary_logloss: 0.381059 training's f1_score: 0.760701 valid_1's binary_logloss: 0.442292 valid_1's f1_score: 0.595278 [30] training's binary_logloss: 0.374221 training's f1_score: 0.76249 valid_1's binary_logloss: 0.440635 valid_1's f1_score: 0.596788 Did not meet early stopping. Best iteration is: [32] training's binary_logloss: 0.372643 training's f1_score: 0.762731 valid_1's binary_logloss: 0.439493 valid_1's f1_score: 0.59661 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.408541 training's f1_score: 0.716113 valid_1's binary_logloss: 0.445053 valid_1's f1_score: 0.764549
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.387686 training's f1_score: 0.722581 valid_1's binary_logloss: 0.425743 valid_1's f1_score: 0.770956 [30] training's binary_logloss: 0.381779 training's f1_score: 0.723548 valid_1's binary_logloss: 0.42127 valid_1's f1_score: 0.770711 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.38027 training's f1_score: 0.72585 valid_1's binary_logloss: 0.42001 valid_1's f1_score: 0.772362 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.424818 training's f1_score: 0.732817 valid_1's binary_logloss: 0.398623 valid_1's f1_score: 0.735294 [20] training's binary_logloss: 0.398489 training's f1_score: 0.737472 valid_1's binary_logloss: 0.375869 valid_1's f1_score: 0.742698 [30] training's binary_logloss: 0.390164 training's f1_score: 0.741878 valid_1's binary_logloss: 0.37001 valid_1's f1_score: 0.74234 Did not meet early stopping. Best iteration is: [29] training's binary_logloss: 0.3894 training's f1_score: 0.742552 valid_1's binary_logloss: 0.368762 valid_1's f1_score: 0.742857
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.415027 training's f1_score: 0.705903 valid_1's binary_logloss: 0.435129 valid_1's f1_score: 0.790949 [20] training's binary_logloss: 0.400507 training's f1_score: 0.709611 valid_1's binary_logloss: 0.41402 valid_1's f1_score: 0.790063 [30] training's binary_logloss: 0.389727 training's f1_score: 0.714481 valid_1's binary_logloss: 0.404599 valid_1's f1_score: 0.793744 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.386933 training's f1_score: 0.717887 valid_1's binary_logloss: 0.401714 valid_1's f1_score: 0.793945 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.458904 training's f1_score: 0.743078 valid_1's binary_logloss: 0.458683 valid_1's f1_score: 0.633646
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.457696 training's f1_score: 0.742144 valid_1's binary_logloss: 0.459993 valid_1's f1_score: 0.634354 [30] training's binary_logloss: 0.457145 training's f1_score: 0.742144 valid_1's binary_logloss: 0.459262 valid_1's f1_score: 0.634354 Did not meet early stopping. Best iteration is: [13] training's binary_logloss: 0.456949 training's f1_score: 0.742733 valid_1's binary_logloss: 0.457453 valid_1's f1_score: 0.633646 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.437823 training's f1_score: 0.754436 valid_1's binary_logloss: 0.4787 valid_1's f1_score: 0.598985 [20] training's binary_logloss: 0.438919 training's f1_score: 0.752786 valid_1's binary_logloss: 0.485472 valid_1's f1_score: 0.595318 [30] training's binary_logloss: 0.439097 training's f1_score: 0.752627 valid_1's binary_logloss: 0.486206 valid_1's f1_score: 0.595318 Did not meet early stopping. Best iteration is: [12] training's binary_logloss: 0.43678 training's f1_score: 0.753596 valid_1's binary_logloss: 0.479863 valid_1's f1_score: 0.596639
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.442562 training's f1_score: 0.715475 valid_1's binary_logloss: 0.469889 valid_1's f1_score: 0.762473 [20] training's binary_logloss: 0.444648 training's f1_score: 0.713801 valid_1's binary_logloss: 0.470185 valid_1's f1_score: 0.761448 [30] training's binary_logloss: 0.445307 training's f1_score: 0.713852 valid_1's binary_logloss: 0.470585 valid_1's f1_score: 0.762005 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.442562 training's f1_score: 0.715475 valid_1's binary_logloss: 0.469889 valid_1's f1_score: 0.762473 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.459066 training's f1_score: 0.730457 valid_1's binary_logloss: 0.436841 valid_1's f1_score: 0.734463 [20] training's binary_logloss: 0.460284 training's f1_score: 0.727011 valid_1's binary_logloss: 0.437338 valid_1's f1_score: 0.731333
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.458071 training's f1_score: 0.727679 valid_1's binary_logloss: 0.434961 valid_1's f1_score: 0.729428 Early stopping, best iteration is: [5] training's binary_logloss: 0.470795 training's f1_score: 0.726794 valid_1's binary_logloss: 0.449296 valid_1's f1_score: 0.738726 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.448919 training's f1_score: 0.700967 valid_1's binary_logloss: 0.45906 valid_1's f1_score: 0.792695
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.453736 training's f1_score: 0.700544 valid_1's binary_logloss: 0.459404 valid_1's f1_score: 0.793744 [30] training's binary_logloss: 0.453755 training's f1_score: 0.700425 valid_1's binary_logloss: 0.459379 valid_1's f1_score: 0.793744 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.448919 training's f1_score: 0.700967 valid_1's binary_logloss: 0.45906 valid_1's f1_score: 0.792695 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.458904 training's f1_score: 0.743078 valid_1's binary_logloss: 0.458683 valid_1's f1_score: 0.633646 [20] training's binary_logloss: 0.457696 training's f1_score: 0.742144 valid_1's binary_logloss: 0.459993 valid_1's f1_score: 0.634354 [30] training's binary_logloss: 0.457146 training's f1_score: 0.742144 valid_1's binary_logloss: 0.459262 valid_1's f1_score: 0.634354 Did not meet early stopping. Best iteration is: [13] training's binary_logloss: 0.456949 training's f1_score: 0.742733 valid_1's binary_logloss: 0.457453 valid_1's f1_score: 0.633646
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.437824 training's f1_score: 0.754436 valid_1's binary_logloss: 0.4787 valid_1's f1_score: 0.598985 [20] training's binary_logloss: 0.43892 training's f1_score: 0.752786 valid_1's binary_logloss: 0.485472 valid_1's f1_score: 0.595318 [30] training's binary_logloss: 0.439098 training's f1_score: 0.752627 valid_1's binary_logloss: 0.486206 valid_1's f1_score: 0.595318 Did not meet early stopping. Best iteration is: [12] training's binary_logloss: 0.436781 training's f1_score: 0.753596 valid_1's binary_logloss: 0.479863 valid_1's f1_score: 0.596639 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.442562 training's f1_score: 0.715475 valid_1's binary_logloss: 0.469889 valid_1's f1_score: 0.762473
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.444648 training's f1_score: 0.713801 valid_1's binary_logloss: 0.470186 valid_1's f1_score: 0.761448 [30] training's binary_logloss: 0.445307 training's f1_score: 0.713852 valid_1's binary_logloss: 0.470585 valid_1's f1_score: 0.762005 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.442562 training's f1_score: 0.715475 valid_1's binary_logloss: 0.469889 valid_1's f1_score: 0.762473 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.459067 training's f1_score: 0.730457 valid_1's binary_logloss: 0.436842 valid_1's f1_score: 0.734463 [20] training's binary_logloss: 0.460284 training's f1_score: 0.727011 valid_1's binary_logloss: 0.437339 valid_1's f1_score: 0.731333 [30] training's binary_logloss: 0.458072 training's f1_score: 0.727679 valid_1's binary_logloss: 0.434962 valid_1's f1_score: 0.729428 Early stopping, best iteration is: [5] training's binary_logloss: 0.470796 training's f1_score: 0.726794 valid_1's binary_logloss: 0.449297 valid_1's f1_score: 0.738726
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.448919 training's f1_score: 0.700967 valid_1's binary_logloss: 0.459061 valid_1's f1_score: 0.792695 [20] training's binary_logloss: 0.453736 training's f1_score: 0.700544 valid_1's binary_logloss: 0.459405 valid_1's f1_score: 0.793744 [30] training's binary_logloss: 0.453756 training's f1_score: 0.700425 valid_1's binary_logloss: 0.459379 valid_1's f1_score: 0.793744 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.448919 training's f1_score: 0.700967 valid_1's binary_logloss: 0.459061 valid_1's f1_score: 0.792695 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.458905 training's f1_score: 0.743078 valid_1's binary_logloss: 0.458683 valid_1's f1_score: 0.633646
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.457697 training's f1_score: 0.742144 valid_1's binary_logloss: 0.459993 valid_1's f1_score: 0.634354 [30] training's binary_logloss: 0.457146 training's f1_score: 0.742144 valid_1's binary_logloss: 0.459262 valid_1's f1_score: 0.634354 Did not meet early stopping. Best iteration is: [13] training's binary_logloss: 0.45695 training's f1_score: 0.742733 valid_1's binary_logloss: 0.457453 valid_1's f1_score: 0.633646 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.437825 training's f1_score: 0.754436 valid_1's binary_logloss: 0.478699 valid_1's f1_score: 0.598985 [20] training's binary_logloss: 0.438921 training's f1_score: 0.752786 valid_1's binary_logloss: 0.485472 valid_1's f1_score: 0.595318 [30] training's binary_logloss: 0.439099 training's f1_score: 0.752627 valid_1's binary_logloss: 0.486207 valid_1's f1_score: 0.595318 Did not meet early stopping. Best iteration is: [12] training's binary_logloss: 0.436782 training's f1_score: 0.753596 valid_1's binary_logloss: 0.479863 valid_1's f1_score: 0.596639
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.442562 training's f1_score: 0.715475 valid_1's binary_logloss: 0.46989 valid_1's f1_score: 0.762473 [20] training's binary_logloss: 0.444648 training's f1_score: 0.713801 valid_1's binary_logloss: 0.470186 valid_1's f1_score: 0.761448 [30] training's binary_logloss: 0.445307 training's f1_score: 0.713852 valid_1's binary_logloss: 0.470585 valid_1's f1_score: 0.762005 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.442562 training's f1_score: 0.715475 valid_1's binary_logloss: 0.46989 valid_1's f1_score: 0.762473 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.459067 training's f1_score: 0.730457 valid_1's binary_logloss: 0.436843 valid_1's f1_score: 0.734463
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.460285 training's f1_score: 0.727011 valid_1's binary_logloss: 0.43734 valid_1's f1_score: 0.731333 [30] training's binary_logloss: 0.458072 training's f1_score: 0.727679 valid_1's binary_logloss: 0.434962 valid_1's f1_score: 0.729428 Early stopping, best iteration is: [5] training's binary_logloss: 0.470798 training's f1_score: 0.726794 valid_1's binary_logloss: 0.449299 valid_1's f1_score: 0.738726 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.44892 training's f1_score: 0.700967 valid_1's binary_logloss: 0.459062 valid_1's f1_score: 0.792695 [20] training's binary_logloss: 0.453736 training's f1_score: 0.700544 valid_1's binary_logloss: 0.459405 valid_1's f1_score: 0.793744 [30] training's binary_logloss: 0.453756 training's f1_score: 0.700425 valid_1's binary_logloss: 0.45938 valid_1's f1_score: 0.793744 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.44892 training's f1_score: 0.700967 valid_1's binary_logloss: 0.459062 valid_1's f1_score: 0.792695
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.458911 training's f1_score: 0.743078 valid_1's binary_logloss: 0.458684 valid_1's f1_score: 0.633646 [20] training's binary_logloss: 0.457701 training's f1_score: 0.741916 valid_1's binary_logloss: 0.459995 valid_1's f1_score: 0.634354 [30] training's binary_logloss: 0.45715 training's f1_score: 0.742144 valid_1's binary_logloss: 0.459263 valid_1's f1_score: 0.634354 Did not meet early stopping. Best iteration is: [13] training's binary_logloss: 0.456954 training's f1_score: 0.742733 valid_1's binary_logloss: 0.457453 valid_1's f1_score: 0.633646 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.437833 training's f1_score: 0.754436 valid_1's binary_logloss: 0.478697 valid_1's f1_score: 0.598985 [20] training's binary_logloss: 0.438928 training's f1_score: 0.752786 valid_1's binary_logloss: 0.485474 valid_1's f1_score: 0.595318
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.439107 training's f1_score: 0.752627 valid_1's binary_logloss: 0.48621 valid_1's f1_score: 0.595318 Did not meet early stopping. Best iteration is: [12] training's binary_logloss: 0.436788 training's f1_score: 0.753596 valid_1's binary_logloss: 0.479862 valid_1's f1_score: 0.596639 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.442564 training's f1_score: 0.715475 valid_1's binary_logloss: 0.469894 valid_1's f1_score: 0.762473
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.444651 training's f1_score: 0.713801 valid_1's binary_logloss: 0.470189 valid_1's f1_score: 0.761448 [30] training's binary_logloss: 0.44531 training's f1_score: 0.713852 valid_1's binary_logloss: 0.470589 valid_1's f1_score: 0.762005 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.442564 training's f1_score: 0.715475 valid_1's binary_logloss: 0.469894 valid_1's f1_score: 0.762473 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.459073 training's f1_score: 0.730457 valid_1's binary_logloss: 0.43685 valid_1's f1_score: 0.734463 [20] training's binary_logloss: 0.460291 training's f1_score: 0.727011 valid_1's binary_logloss: 0.437348 valid_1's f1_score: 0.731333 [30] training's binary_logloss: 0.458076 training's f1_score: 0.727679 valid_1's binary_logloss: 0.434968 valid_1's f1_score: 0.729428 Early stopping, best iteration is: [5] training's binary_logloss: 0.47081 training's f1_score: 0.726794 valid_1's binary_logloss: 0.449313 valid_1's f1_score: 0.738726
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.448922 training's f1_score: 0.700967 valid_1's binary_logloss: 0.459069 valid_1's f1_score: 0.792695 [20] training's binary_logloss: 0.45374 training's f1_score: 0.700544 valid_1's binary_logloss: 0.45941 valid_1's f1_score: 0.793744 [30] training's binary_logloss: 0.45376 training's f1_score: 0.700425 valid_1's binary_logloss: 0.459384 valid_1's f1_score: 0.793744 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.448922 training's f1_score: 0.700967 valid_1's binary_logloss: 0.459069 valid_1's f1_score: 0.792695 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.458918 training's f1_score: 0.743078 valid_1's binary_logloss: 0.458685 valid_1's f1_score: 0.633646
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.457706 training's f1_score: 0.741916 valid_1's binary_logloss: 0.459998 valid_1's f1_score: 0.634354 [30] training's binary_logloss: 0.457154 training's f1_score: 0.742144 valid_1's binary_logloss: 0.459265 valid_1's f1_score: 0.634354 Did not meet early stopping. Best iteration is: [13] training's binary_logloss: 0.456959 training's f1_score: 0.742733 valid_1's binary_logloss: 0.457453 valid_1's f1_score: 0.633646 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.437843 training's f1_score: 0.754436 valid_1's binary_logloss: 0.478695 valid_1's f1_score: 0.598985 [20] training's binary_logloss: 0.438937 training's f1_score: 0.752786 valid_1's binary_logloss: 0.485475 valid_1's f1_score: 0.595318 [30] training's binary_logloss: 0.439116 training's f1_score: 0.752627 valid_1's binary_logloss: 0.486214 valid_1's f1_score: 0.595318 Did not meet early stopping. Best iteration is: [12] training's binary_logloss: 0.436797 training's f1_score: 0.753596 valid_1's binary_logloss: 0.47986 valid_1's f1_score: 0.596639
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.442566 training's f1_score: 0.715475 valid_1's binary_logloss: 0.469899 valid_1's f1_score: 0.762473 [20] training's binary_logloss: 0.444654 training's f1_score: 0.713559 valid_1's binary_logloss: 0.470193 valid_1's f1_score: 0.761448 [30] training's binary_logloss: 0.445314 training's f1_score: 0.713852 valid_1's binary_logloss: 0.470593 valid_1's f1_score: 0.762005 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.442566 training's f1_score: 0.715475 valid_1's binary_logloss: 0.469899 valid_1's f1_score: 0.762473 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.459037 training's f1_score: 0.730457 valid_1's binary_logloss: 0.436805 valid_1's f1_score: 0.734463
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.460268 training's f1_score: 0.727011 valid_1's binary_logloss: 0.437317 valid_1's f1_score: 0.731333 [30] training's binary_logloss: 0.45805 training's f1_score: 0.727679 valid_1's binary_logloss: 0.43494 valid_1's f1_score: 0.729937 Early stopping, best iteration is: [5] training's binary_logloss: 0.470825 training's f1_score: 0.726794 valid_1's binary_logloss: 0.449331 valid_1's f1_score: 0.738726 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.449025 training's f1_score: 0.700604 valid_1's binary_logloss: 0.459188 valid_1's f1_score: 0.792695 [20] training's binary_logloss: 0.453937 training's f1_score: 0.700136 valid_1's binary_logloss: 0.459631 valid_1's f1_score: 0.793356 [30] training's binary_logloss: 0.453954 training's f1_score: 0.700017 valid_1's binary_logloss: 0.45961 valid_1's f1_score: 0.793356 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.449025 training's f1_score: 0.700604 valid_1's binary_logloss: 0.459188 valid_1's f1_score: 0.792695
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.456769 training's f1_score: 0.744446 valid_1's binary_logloss: 0.456633 valid_1's f1_score: 0.634105 [20] training's binary_logloss: 0.457169 training's f1_score: 0.743756 valid_1's binary_logloss: 0.459934 valid_1's f1_score: 0.634894 [30] training's binary_logloss: 0.457013 training's f1_score: 0.743756 valid_1's binary_logloss: 0.459726 valid_1's f1_score: 0.634894 Did not meet early stopping. Best iteration is: [13] training's binary_logloss: 0.456029 training's f1_score: 0.744928 valid_1's binary_logloss: 0.456862 valid_1's f1_score: 0.63302 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.4398 training's f1_score: 0.754992 valid_1's binary_logloss: 0.481123 valid_1's f1_score: 0.596284 [20] training's binary_logloss: 0.439694 training's f1_score: 0.753145 valid_1's binary_logloss: 0.48693 valid_1's f1_score: 0.59482
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.439894 training's f1_score: 0.753296 valid_1's binary_logloss: 0.487832 valid_1's f1_score: 0.593828 Early stopping, best iteration is: [5] training's binary_logloss: 0.454395 training's f1_score: 0.751473 valid_1's binary_logloss: 0.477426 valid_1's f1_score: 0.58326 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.442503 training's f1_score: 0.7156 valid_1's binary_logloss: 0.469756 valid_1's f1_score: 0.762887
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.444558 training's f1_score: 0.713438 valid_1's binary_logloss: 0.470005 valid_1's f1_score: 0.761448 [30] training's binary_logloss: 0.445215 training's f1_score: 0.714141 valid_1's binary_logloss: 0.470402 valid_1's f1_score: 0.763214 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.442503 training's f1_score: 0.7156 valid_1's binary_logloss: 0.469756 valid_1's f1_score: 0.762887 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.4591 training's f1_score: 0.728836 valid_1's binary_logloss: 0.436379 valid_1's f1_score: 0.740169 [20] training's binary_logloss: 0.460816 training's f1_score: 0.725968 valid_1's binary_logloss: 0.437525 valid_1's f1_score: 0.736623 [30] training's binary_logloss: 0.458912 training's f1_score: 0.726143 valid_1's binary_logloss: 0.435415 valid_1's f1_score: 0.736111 Did not meet early stopping. Best iteration is: [9] training's binary_logloss: 0.458178 training's f1_score: 0.729173 valid_1's binary_logloss: 0.43556 valid_1's f1_score: 0.74111
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.449051 training's f1_score: 0.700604 valid_1's binary_logloss: 0.459262 valid_1's f1_score: 0.792695 [20] training's binary_logloss: 0.45397 training's f1_score: 0.700017 valid_1's binary_logloss: 0.459675 valid_1's f1_score: 0.793356 [30] training's binary_logloss: 0.453989 training's f1_score: 0.700017 valid_1's binary_logloss: 0.459652 valid_1's f1_score: 0.793356 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.449051 training's f1_score: 0.700604 valid_1's binary_logloss: 0.459262 valid_1's f1_score: 0.792695 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.456845 training's f1_score: 0.744446 valid_1's binary_logloss: 0.456647 valid_1's f1_score: 0.634105 [20] training's binary_logloss: 0.457224 training's f1_score: 0.743527 valid_1's binary_logloss: 0.459963 valid_1's f1_score: 0.634894
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.45706 training's f1_score: 0.743756 valid_1's binary_logloss: 0.459744 valid_1's f1_score: 0.634894 Did not meet early stopping. Best iteration is: [13] training's binary_logloss: 0.456087 training's f1_score: 0.744928 valid_1's binary_logloss: 0.456872 valid_1's f1_score: 0.63302 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.439881 training's f1_score: 0.754992 valid_1's binary_logloss: 0.481089 valid_1's f1_score: 0.596284
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.439747 training's f1_score: 0.753263 valid_1's binary_logloss: 0.486921 valid_1's f1_score: 0.593645 [30] training's binary_logloss: 0.439943 training's f1_score: 0.753296 valid_1's binary_logloss: 0.487964 valid_1's f1_score: 0.593828 Early stopping, best iteration is: [5] training's binary_logloss: 0.454643 training's f1_score: 0.751473 valid_1's binary_logloss: 0.477475 valid_1's f1_score: 0.58326 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.442524 training's f1_score: 0.715229 valid_1's binary_logloss: 0.46981 valid_1's f1_score: 0.761543 [20] training's binary_logloss: 0.444588 training's f1_score: 0.713874 valid_1's binary_logloss: 0.470047 valid_1's f1_score: 0.761043 [30] training's binary_logloss: 0.44525 training's f1_score: 0.714141 valid_1's binary_logloss: 0.470447 valid_1's f1_score: 0.763214 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.442524 training's f1_score: 0.715229 valid_1's binary_logloss: 0.46981 valid_1's f1_score: 0.761543
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.459519 training's f1_score: 0.729157 valid_1's binary_logloss: 0.436325 valid_1's f1_score: 0.737878 [20] training's binary_logloss: 0.4611 training's f1_score: 0.726289 valid_1's binary_logloss: 0.437303 valid_1's f1_score: 0.736111 [30] training's binary_logloss: 0.459048 training's f1_score: 0.726232 valid_1's binary_logloss: 0.435037 valid_1's f1_score: 0.7356 Did not meet early stopping. Best iteration is: [9] training's binary_logloss: 0.458598 training's f1_score: 0.728013 valid_1's binary_logloss: 0.435515 valid_1's f1_score: 0.739901 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.449099 training's f1_score: 0.700967 valid_1's binary_logloss: 0.459357 valid_1's f1_score: 0.792695
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.454027 training's f1_score: 0.699898 valid_1's binary_logloss: 0.459719 valid_1's f1_score: 0.793356 [30] training's binary_logloss: 0.454047 training's f1_score: 0.699898 valid_1's binary_logloss: 0.459694 valid_1's f1_score: 0.793356 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.449099 training's f1_score: 0.700967 valid_1's binary_logloss: 0.459357 valid_1's f1_score: 0.792695 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.457938 training's f1_score: 0.742469 valid_1's binary_logloss: 0.45508 valid_1's f1_score: 0.635274 [20] training's binary_logloss: 0.456899 training's f1_score: 0.741673 valid_1's binary_logloss: 0.456772 valid_1's f1_score: 0.634354 [30] training's binary_logloss: 0.456903 training's f1_score: 0.741673 valid_1's binary_logloss: 0.456779 valid_1's f1_score: 0.634354 Did not meet early stopping. Best iteration is: [15] training's binary_logloss: 0.45625 training's f1_score: 0.741276 valid_1's binary_logloss: 0.454978 valid_1's f1_score: 0.634271
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.440907 training's f1_score: 0.755021 valid_1's binary_logloss: 0.48097 valid_1's f1_score: 0.594595 [20] training's binary_logloss: 0.439764 training's f1_score: 0.753537 valid_1's binary_logloss: 0.48628 valid_1's f1_score: 0.59482 [30] training's binary_logloss: 0.440009 training's f1_score: 0.753573 valid_1's binary_logloss: 0.487507 valid_1's f1_score: 0.594324 Did not meet early stopping. Best iteration is: [16] training's binary_logloss: 0.439253 training's f1_score: 0.753742 valid_1's binary_logloss: 0.485213 valid_1's f1_score: 0.595318 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.444189 training's f1_score: 0.713008 valid_1's binary_logloss: 0.471429 valid_1's f1_score: 0.76211
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.44556 training's f1_score: 0.712578 valid_1's binary_logloss: 0.471143 valid_1's f1_score: 0.761453 [30] training's binary_logloss: 0.446323 training's f1_score: 0.712343 valid_1's binary_logloss: 0.471603 valid_1's f1_score: 0.761304 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.444189 training's f1_score: 0.713008 valid_1's binary_logloss: 0.471429 valid_1's f1_score: 0.76211 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.460693 training's f1_score: 0.725572 valid_1's binary_logloss: 0.436505 valid_1's f1_score: 0.738916 [20] training's binary_logloss: 0.46176 training's f1_score: 0.723873 valid_1's binary_logloss: 0.437045 valid_1's f1_score: 0.740586 [30] training's binary_logloss: 0.459809 training's f1_score: 0.724017 valid_1's binary_logloss: 0.434965 valid_1's f1_score: 0.740586 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.459809 training's f1_score: 0.724017 valid_1's binary_logloss: 0.434965 valid_1's f1_score: 0.740586
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.44852 training's f1_score: 0.701199 valid_1's binary_logloss: 0.458549 valid_1's f1_score: 0.791089 [20] training's binary_logloss: 0.454278 training's f1_score: 0.699102 valid_1's binary_logloss: 0.458999 valid_1's f1_score: 0.793154 [30] training's binary_logloss: 0.454299 training's f1_score: 0.699102 valid_1's binary_logloss: 0.458972 valid_1's f1_score: 0.793154 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.44852 training's f1_score: 0.701199 valid_1's binary_logloss: 0.458549 valid_1's f1_score: 0.791089 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.458542 training's f1_score: 0.742733 valid_1's binary_logloss: 0.456984 valid_1's f1_score: 0.635354
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.457723 training's f1_score: 0.741538 valid_1's binary_logloss: 0.460534 valid_1's f1_score: 0.639053 [30] training's binary_logloss: 0.457161 training's f1_score: 0.741538 valid_1's binary_logloss: 0.459933 valid_1's f1_score: 0.639053 Did not meet early stopping. Best iteration is: [13] training's binary_logloss: 0.455728 training's f1_score: 0.742265 valid_1's binary_logloss: 0.455613 valid_1's f1_score: 0.634271 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.441885 training's f1_score: 0.755703 valid_1's binary_logloss: 0.481079 valid_1's f1_score: 0.59542 [20] training's binary_logloss: 0.440544 training's f1_score: 0.753774 valid_1's binary_logloss: 0.486885 valid_1's f1_score: 0.590795 [30] training's binary_logloss: 0.440446 training's f1_score: 0.753496 valid_1's binary_logloss: 0.487918 valid_1's f1_score: 0.591973 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.439434 training's f1_score: 0.753655 valid_1's binary_logloss: 0.486958 valid_1's f1_score: 0.591973
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.444636 training's f1_score: 0.714805 valid_1's binary_logloss: 0.472667 valid_1's f1_score: 0.758808 [20] training's binary_logloss: 0.445561 training's f1_score: 0.712578 valid_1's binary_logloss: 0.471605 valid_1's f1_score: 0.760148 [30] training's binary_logloss: 0.446256 training's f1_score: 0.712628 valid_1's binary_logloss: 0.472028 valid_1's f1_score: 0.760801 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.444636 training's f1_score: 0.714805 valid_1's binary_logloss: 0.472667 valid_1's f1_score: 0.758808 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.46304 training's f1_score: 0.726776 valid_1's binary_logloss: 0.43819 valid_1's f1_score: 0.740689 [20] training's binary_logloss: 0.461895 training's f1_score: 0.723852 valid_1's binary_logloss: 0.436144 valid_1's f1_score: 0.739191
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.459646 training's f1_score: 0.72411 valid_1's binary_logloss: 0.43373 valid_1's f1_score: 0.739707 Did not meet early stopping. Best iteration is: [28] training's binary_logloss: 0.459646 training's f1_score: 0.72411 valid_1's binary_logloss: 0.43373 valid_1's f1_score: 0.739707 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.448688 training's f1_score: 0.702422 valid_1's binary_logloss: 0.460771 valid_1's f1_score: 0.793103
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.452563 training's f1_score: 0.700473 valid_1's binary_logloss: 0.458726 valid_1's f1_score: 0.790472 [30] training's binary_logloss: 0.452357 training's f1_score: 0.700829 valid_1's binary_logloss: 0.458535 valid_1's f1_score: 0.790472 Early stopping, best iteration is: [4] training's binary_logloss: 0.464842 training's f1_score: 0.699895 valid_1's binary_logloss: 0.499134 valid_1's f1_score: 0.794821 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.460317 training's f1_score: 0.741921 valid_1's binary_logloss: 0.456609 valid_1's f1_score: 0.636596 [20] training's binary_logloss: 0.459411 training's f1_score: 0.741817 valid_1's binary_logloss: 0.460246 valid_1's f1_score: 0.634146 [30] training's binary_logloss: 0.458744 training's f1_score: 0.741817 valid_1's binary_logloss: 0.459494 valid_1's f1_score: 0.634146 Did not meet early stopping. Best iteration is: [13] training's binary_logloss: 0.457725 training's f1_score: 0.743025 valid_1's binary_logloss: 0.455465 valid_1's f1_score: 0.636054
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.441287 training's f1_score: 0.754364 valid_1's binary_logloss: 0.478394 valid_1's f1_score: 0.597293 [20] training's binary_logloss: 0.438906 training's f1_score: 0.752624 valid_1's binary_logloss: 0.483941 valid_1's f1_score: 0.596491 [30] training's binary_logloss: 0.439256 training's f1_score: 0.75293 valid_1's binary_logloss: 0.485445 valid_1's f1_score: 0.595496 Did not meet early stopping. Best iteration is: [14] training's binary_logloss: 0.438021 training's f1_score: 0.752712 valid_1's binary_logloss: 0.480264 valid_1's f1_score: 0.593277 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.445237 training's f1_score: 0.716207 valid_1's binary_logloss: 0.472793 valid_1's f1_score: 0.763597
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.444833 training's f1_score: 0.714915 valid_1's binary_logloss: 0.470786 valid_1's f1_score: 0.760847 [30] training's binary_logloss: 0.445885 training's f1_score: 0.715156 valid_1's binary_logloss: 0.471398 valid_1's f1_score: 0.761502 Did not meet early stopping. Best iteration is: [17] training's binary_logloss: 0.444164 training's f1_score: 0.715086 valid_1's binary_logloss: 0.470369 valid_1's f1_score: 0.762056 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.462704 training's f1_score: 0.727156 valid_1's binary_logloss: 0.440191 valid_1's f1_score: 0.72956 [20] training's binary_logloss: 0.461362 training's f1_score: 0.726984 valid_1's binary_logloss: 0.438124 valid_1's f1_score: 0.733195 [30] training's binary_logloss: 0.45902 training's f1_score: 0.726897 valid_1's binary_logloss: 0.43561 valid_1's f1_score: 0.732316 Early stopping, best iteration is: [3] training's binary_logloss: 0.49612 training's f1_score: 0.726873 valid_1's binary_logloss: 0.474588 valid_1's f1_score: 0.74025
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.4492 training's f1_score: 0.702721 valid_1's binary_logloss: 0.461308 valid_1's f1_score: 0.795062 [20] training's binary_logloss: 0.452513 training's f1_score: 0.700797 valid_1's binary_logloss: 0.458523 valid_1's f1_score: 0.791059 [30] training's binary_logloss: 0.452521 training's f1_score: 0.701017 valid_1's binary_logloss: 0.458461 valid_1's f1_score: 0.791059 Did not meet early stopping. Best iteration is: [10] training's binary_logloss: 0.4492 training's f1_score: 0.702721 valid_1's binary_logloss: 0.461308 valid_1's f1_score: 0.795062 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.467829 training's f1_score: 0.742025 valid_1's binary_logloss: 0.460902 valid_1's f1_score: 0.633362
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.46009 training's f1_score: 0.742387 valid_1's binary_logloss: 0.459562 valid_1's f1_score: 0.630252 [30] training's binary_logloss: 0.458337 training's f1_score: 0.74284 valid_1's binary_logloss: 0.457835 valid_1's f1_score: 0.630252 Did not meet early stopping. Best iteration is: [31] training's binary_logloss: 0.45814 training's f1_score: 0.742648 valid_1's binary_logloss: 0.457574 valid_1's f1_score: 0.630252 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.450834 training's f1_score: 0.750473 valid_1's binary_logloss: 0.482053 valid_1's f1_score: 0.596105 [20] training's binary_logloss: 0.439258 training's f1_score: 0.751634 valid_1's binary_logloss: 0.482665 valid_1's f1_score: 0.589509 [30] training's binary_logloss: 0.438462 training's f1_score: 0.751747 valid_1's binary_logloss: 0.484304 valid_1's f1_score: 0.590381 Did not meet early stopping. Best iteration is: [23] training's binary_logloss: 0.437873 training's f1_score: 0.751517 valid_1's binary_logloss: 0.482211 valid_1's f1_score: 0.589509
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.452523 training's f1_score: 0.71327 valid_1's binary_logloss: 0.479603 valid_1's f1_score: 0.763733 [20] training's binary_logloss: 0.446855 training's f1_score: 0.71232 valid_1's binary_logloss: 0.472018 valid_1's f1_score: 0.760847 [30] training's binary_logloss: 0.446455 training's f1_score: 0.711977 valid_1's binary_logloss: 0.471408 valid_1's f1_score: 0.760756 Early stopping, best iteration is: [5] training's binary_logloss: 0.468239 training's f1_score: 0.711555 valid_1's binary_logloss: 0.504973 valid_1's f1_score: 0.764674 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.468796 training's f1_score: 0.726398 valid_1's binary_logloss: 0.446543 valid_1's f1_score: 0.729181
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.462751 training's f1_score: 0.725403 valid_1's binary_logloss: 0.439136 valid_1's f1_score: 0.728778 [30] training's binary_logloss: 0.45948 training's f1_score: 0.726238 valid_1's binary_logloss: 0.435223 valid_1's f1_score: 0.730531 Early stopping, best iteration is: [5] training's binary_logloss: 0.489315 training's f1_score: 0.727964 valid_1's binary_logloss: 0.466863 valid_1's f1_score: 0.73405 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.455751 training's f1_score: 0.701482 valid_1's binary_logloss: 0.47179 valid_1's f1_score: 0.792527 [20] training's binary_logloss: 0.452657 training's f1_score: 0.698084 valid_1's binary_logloss: 0.460146 valid_1's f1_score: 0.789859 [30] training's binary_logloss: 0.452488 training's f1_score: 0.698868 valid_1's binary_logloss: 0.459236 valid_1's f1_score: 0.789474 Did not meet early stopping. Best iteration is: [18] training's binary_logloss: 0.451932 training's f1_score: 0.698894 valid_1's binary_logloss: 0.460401 valid_1's f1_score: 0.791016 Best lambda_l1 0, lambda_l2 0 with score 0.7212189035779718
thresholds = grid_params['threshold']
score = []
for threshold in tqdm(thresholds):
pp = params.copy()
pp.update(fixed_params)
score.append(validate(pp, X_train, y_train, groups_train, threshold=threshold))
print(score[-1])
best_threshold = grid_params["threshold"][np.argmax(score)]
max_score = np.max(score)
print(f"Best threshold {best_threshold} with score {max_score}")
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62 [20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7043498231162431 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62 [20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.706351929332581 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62 [20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7088590376095679 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499 [20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7125693600518759
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499 [20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7145842346738827
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499 [20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7159930519919805
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7174427147315601 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7197836675832485 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62 [20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.719316666161579 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499 [20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7204679326261069
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499 [20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7213105592915577
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499 [20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7230724717664329
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7242939380738346 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62 [20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.725592829377223 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62 [20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499 [20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7260665444054109
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7266061698322991 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62 [20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499 [20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7271321680380974 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62 [20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499 [20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.727728903230734
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599 [30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545 [20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853 [30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.72961766682973 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.329492 training's f1_score: 0.78698 valid_1's binary_logloss: 0.343899 valid_1's f1_score: 0.662196 [20] training's binary_logloss: 0.291924 training's f1_score: 0.815818 valid_1's binary_logloss: 0.32892 valid_1's f1_score: 0.671875 [30] training's binary_logloss: 0.261355 training's f1_score: 0.832688 valid_1's binary_logloss: 0.325948 valid_1's f1_score: 0.669611 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.250271 training's f1_score: 0.839944 valid_1's binary_logloss: 0.326469 valid_1's f1_score: 0.676652 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.312563 training's f1_score: 0.798878 valid_1's binary_logloss: 0.409143 valid_1's f1_score: 0.62 [20] training's binary_logloss: 0.27999 training's f1_score: 0.815459 valid_1's binary_logloss: 0.401964 valid_1's f1_score: 0.634599
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.249242 training's f1_score: 0.836341 valid_1's binary_logloss: 0.401778 valid_1's f1_score: 0.636986 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.234546 training's f1_score: 0.848657 valid_1's binary_logloss: 0.403737 valid_1's f1_score: 0.641026 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.319061 training's f1_score: 0.767776 valid_1's binary_logloss: 0.392159 valid_1's f1_score: 0.778545
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.282465 training's f1_score: 0.787858 valid_1's binary_logloss: 0.388385 valid_1's f1_score: 0.787846 [30] training's binary_logloss: 0.253262 training's f1_score: 0.815315 valid_1's binary_logloss: 0.385059 valid_1's f1_score: 0.785047 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.238534 training's f1_score: 0.82791 valid_1's binary_logloss: 0.389456 valid_1's f1_score: 0.779736 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.327167 training's f1_score: 0.779856 valid_1's binary_logloss: 0.34989 valid_1's f1_score: 0.740286 [20] training's binary_logloss: 0.292254 training's f1_score: 0.79955 valid_1's binary_logloss: 0.345315 valid_1's f1_score: 0.746248 [30] training's binary_logloss: 0.263794 training's f1_score: 0.822211 valid_1's binary_logloss: 0.343908 valid_1's f1_score: 0.748966 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.247446 training's f1_score: 0.837164 valid_1's binary_logloss: 0.344476 valid_1's f1_score: 0.749307 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.325821 training's f1_score: 0.75489 valid_1's binary_logloss: 0.386559 valid_1's f1_score: 0.793499 [20] training's binary_logloss: 0.29266 training's f1_score: 0.777125 valid_1's binary_logloss: 0.398808 valid_1's f1_score: 0.7853
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[30] training's binary_logloss: 0.265842 training's f1_score: 0.798178 valid_1's binary_logloss: 0.400935 valid_1's f1_score: 0.782524 Early stopping, best iteration is: [4] training's binary_logloss: 0.364494 training's f1_score: 0.749684 valid_1's binary_logloss: 0.410931 valid_1's f1_score: 0.799195 0.7291831102854237 Best threshold 0.4894736842105263 with score 0.72961766682973
params
{'learning_rate': 0.2653795918367347,
'max_depth': 5,
'num_leaves': 22,
'bagging_fraction': 0.7777777777777778,
'feature_fraction': 1.0,
'lambda_l1': 0,
'lambda_l2': 0}
threshold = 0.59
params = {'learning_rate': 0.2,
'max_depth': 4,
'num_leaves': 20,
'bagging_fraction': 0.8,
'feature_fraction': 1.0,
'lambda_l1': 0.01,
'lambda_l2': 110}
params.update(fixed_params)
validate(params, X_train, y_train, groups_train, threshold)
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.37674 training's f1_score: 0.767617 valid_1's binary_logloss: 0.368802 valid_1's f1_score: 0.664354 [20] training's binary_logloss: 0.347969 training's f1_score: 0.78113 valid_1's binary_logloss: 0.351762 valid_1's f1_score: 0.681742 [30] training's binary_logloss: 0.333107 training's f1_score: 0.788308 valid_1's binary_logloss: 0.338153 valid_1's f1_score: 0.690817 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.327166 training's f1_score: 0.791006 valid_1's binary_logloss: 0.334368 valid_1's f1_score: 0.693019 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.358468 training's f1_score: 0.777849 valid_1's binary_logloss: 0.42589 valid_1's f1_score: 0.598347
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.328061 training's f1_score: 0.794892 valid_1's binary_logloss: 0.414307 valid_1's f1_score: 0.619835 [30] training's binary_logloss: 0.315331 training's f1_score: 0.803616 valid_1's binary_logloss: 0.412389 valid_1's f1_score: 0.628664 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.310195 training's f1_score: 0.805603 valid_1's binary_logloss: 0.412702 valid_1's f1_score: 0.631922
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.365969 training's f1_score: 0.736602 valid_1's binary_logloss: 0.407541 valid_1's f1_score: 0.780142 [20] training's binary_logloss: 0.339504 training's f1_score: 0.757338 valid_1's binary_logloss: 0.382304 valid_1's f1_score: 0.796583 [30] training's binary_logloss: 0.328481 training's f1_score: 0.765516 valid_1's binary_logloss: 0.376933 valid_1's f1_score: 0.792716 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.322608 training's f1_score: 0.770411 valid_1's binary_logloss: 0.374192 valid_1's f1_score: 0.795918 Training until validation scores don't improve for 30 rounds
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[10] training's binary_logloss: 0.376609 training's f1_score: 0.756245 valid_1's binary_logloss: 0.378263 valid_1's f1_score: 0.68012 [20] training's binary_logloss: 0.34998 training's f1_score: 0.768372 valid_1's binary_logloss: 0.353248 valid_1's f1_score: 0.747875 [30] training's binary_logloss: 0.335495 training's f1_score: 0.777367 valid_1's binary_logloss: 0.344807 valid_1's f1_score: 0.744847 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.330508 training's f1_score: 0.781546 valid_1's binary_logloss: 0.344208 valid_1's f1_score: 0.738944 Training until validation scores don't improve for 30 rounds [10] training's binary_logloss: 0.368314 training's f1_score: 0.730614 valid_1's binary_logloss: 0.399531 valid_1's f1_score: 0.802383
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:148: UserWarning: Found `num_boost_round` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
/home/ilya/miniconda3/envs/sphere-py37/lib/python3.7/site-packages/lightgbm/engine.py:153: UserWarning: Found `early_stopping_rounds` in params. Will use it instead of argument
_log_warning("Found `{}` in params. Will use it instead of argument".format(alias))
[20] training's binary_logloss: 0.344064 training's f1_score: 0.748239 valid_1's binary_logloss: 0.385403 valid_1's f1_score: 0.800588 [30] training's binary_logloss: 0.326818 training's f1_score: 0.761954 valid_1's binary_logloss: 0.382872 valid_1's f1_score: 0.797637 Did not meet early stopping. Best iteration is: [36] training's binary_logloss: 0.320865 training's f1_score: 0.764441 valid_1's binary_logloss: 0.383406 valid_1's f1_score: 0.795868
0.7357968172395861
threshold_xgb = 0.38
param_xgb = {'learning_rate': 0.3,
'max_depth': 4,
'max_leaves': 4,
'subsample': 0.9,
'colsample_bytree': 1,
'reg_alpha': 50,
'reg_lambda': 100,
'booster': 'gbtree', #gbtree, dart
'objective': 'binary:logistic',
'eval_metric': 'logloss'}
threshold_lgbm = 0.59
params_lgbm = {'learning_rate': 0.2,
'max_depth': 4,
'num_leaves': 20,
'bagging_fraction': 0.8,
'feature_fraction': 1.0,
'lambda_l1': 0.01,
'lambda_l2': 110}
def simple_voting(*y_preds):
def vote(x):
counts = np.unique(x, return_counts=True)
return counts[0][np.argmax(counts[1])]
X = np.column_stack(y_preds)
return np.apply_along_axis(vote, axis=1, arr=X)
cv = GroupKFold(n_splits=5)
scores = []
for train, val in tqdm(cv.split(X_train, y_train, groups_train)):
dtrain = xgb.DMatrix(X_train[train], label=y_train[train])
bst = xgb.train(param, dtrain, 36)
dval = xgb.DMatrix(X_train[val])
y_pred_xgb = bst.predict(dval)
y_pred_xgb[y_pred_xgb >= threshold_xgb] = 1
y_pred_xgb[y_pred_xgb < threshold_xgb] = 0
y_pred_xgb = y_pred_xgb.astype(np.int)
train_set = lgb.Dataset(X_train[train], y_train[train])
val_set = lgb.Dataset(X_train[val], y_train[val])
model = lgb.train(params_lgbm, train_set, verbose_eval=10,
valid_sets=[train_set, val_set], feval=lgbm_f1_score)
y_pred_lgbm = model.predict(X_train[val])
y_pred_lgbm = np.where(y_pred_lgbm < threshold_lgbm, 0, 1)
clf_svc = SVC(C=1.025)
clf_svc.fit(X_train[train], y_train[train])
y_pred_svc = clf_svc.predict(X_train[val])
# clf_knn = KNeighborsClassifier(n_neighbors=18, n_jobs=-1, weights='distance')
# clf_knn.fit(X_train[train], y_train[train])
# y_pred_knn = clf_knn.predict(X_train[val])
mlp_clf1 = MLPClassifier(hidden_layer_sizes=(3, 6), activation='logistic', max_iter=500, random_state=12)
mlp_clf1.fit(X_train[train], y_train[train])
y_pred_mlp1 = mlp_clf1.predict(X_train[val])
mlp_clf2 = MLPClassifier(hidden_layer_sizes=(3, 4), activation='relu', max_iter=500, random_state=12)
mlp_clf2.fit(X_train[train], y_train[train])
y_pred_mlp2 = mlp_clf2.predict(X_train[val])
y_pred = simple_voting(y_pred_xgb, y_pred_svc, y_pred_mlp1, y_pred_mlp2, y_pred_lgbm)
scores.append(f1_score(y_true=y_train[val], y_pred=y_pred))
scores
[LightGBM] [Warning] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000808 seconds. You can set `force_row_wise=true` to remove the overhead. And if memory is not enough, you can set `force_col_wise=true`. [LightGBM] [Info] Total Bins 15336 [LightGBM] [Info] Number of data points in the train set: 9350, number of used features: 75 [LightGBM] [Info] Start training from score 0.308556 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [10] training's f1_score: 0.758308 valid_1's f1_score: 0.654545 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [20] training's f1_score: 0.77705 valid_1's f1_score: 0.672508 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [30] training's f1_score: 0.787144 valid_1's f1_score: 0.689057 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [40] training's f1_score: 0.80007 valid_1's f1_score: 0.695187 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [50] training's f1_score: 0.805886 valid_1's f1_score: 0.694714 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [60] training's f1_score: 0.810269 valid_1's f1_score: 0.689805 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [70] training's f1_score: 0.821817 valid_1's f1_score: 0.688312 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [80] training's f1_score: 0.827102 valid_1's f1_score: 0.681175 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [90] training's f1_score: 0.831638 valid_1's f1_score: 0.680525 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [100] training's f1_score: 0.837021 valid_1's f1_score: 0.678337 [LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002226 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 15419 [LightGBM] [Info] Number of data points in the train set: 9347, number of used features: 75 [LightGBM] [Info] Start training from score 0.305767 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [10] training's f1_score: 0.770218 valid_1's f1_score: 0.573737 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [20] training's f1_score: 0.79325 valid_1's f1_score: 0.599602 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [30] training's f1_score: 0.799434 valid_1's f1_score: 0.600976 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [40] training's f1_score: 0.808631 valid_1's f1_score: 0.599805 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [50] training's f1_score: 0.813703 valid_1's f1_score: 0.604288 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [60] training's f1_score: 0.819794 valid_1's f1_score: 0.602151 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [70] training's f1_score: 0.82426 valid_1's f1_score: 0.600589 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [80] training's f1_score: 0.828587 valid_1's f1_score: 0.604878 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [90] training's f1_score: 0.836962 valid_1's f1_score: 0.60878 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [100] training's f1_score: 0.84289 valid_1's f1_score: 0.610568 [LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002191 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 15417 [LightGBM] [Info] Number of data points in the train set: 9376, number of used features: 75 [LightGBM] [Info] Start training from score 0.268878 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [10] training's f1_score: 0.717949 valid_1's f1_score: 0.707528 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [20] training's f1_score: 0.750476 valid_1's f1_score: 0.73927 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [30] training's f1_score: 0.769392 valid_1's f1_score: 0.746803 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [40] training's f1_score: 0.784363 valid_1's f1_score: 0.746326 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [50] training's f1_score: 0.790852 valid_1's f1_score: 0.746479 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [60] training's f1_score: 0.796589 valid_1's f1_score: 0.744872 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [70] training's f1_score: 0.802662 valid_1's f1_score: 0.742784 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [80] training's f1_score: 0.810137 valid_1's f1_score: 0.75 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [90] training's f1_score: 0.815987 valid_1's f1_score: 0.746803 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [100] training's f1_score: 0.824089 valid_1's f1_score: 0.74856 [LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003362 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 15412 [LightGBM] [Info] Number of data points in the train set: 9340, number of used features: 75 [LightGBM] [Info] Start training from score 0.293148 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [10] training's f1_score: 0.746269 valid_1's f1_score: 0.696322 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [20] training's f1_score: 0.767539 valid_1's f1_score: 0.70598 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [30] training's f1_score: 0.777085 valid_1's f1_score: 0.717822 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [40] training's f1_score: 0.788153 valid_1's f1_score: 0.7137 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [50] training's f1_score: 0.798721 valid_1's f1_score: 0.715221 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [60] training's f1_score: 0.804896 valid_1's f1_score: 0.713115 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [70] training's f1_score: 0.810231 valid_1's f1_score: 0.713584 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [80] training's f1_score: 0.815428 valid_1's f1_score: 0.713584 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [90] training's f1_score: 0.81974 valid_1's f1_score: 0.712531 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [100] training's f1_score: 0.830769 valid_1's f1_score: 0.714403 [LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002226 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 15377 [LightGBM] [Info] Number of data points in the train set: 9347, number of used features: 75 [LightGBM] [Info] Start training from score 0.261260 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [10] training's f1_score: 0.717204 valid_1's f1_score: 0.780343 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [20] training's f1_score: 0.750433 valid_1's f1_score: 0.79471 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [30] training's f1_score: 0.767288 valid_1's f1_score: 0.792023 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [40] training's f1_score: 0.780509 valid_1's f1_score: 0.790304 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [50] training's f1_score: 0.788228 valid_1's f1_score: 0.791901 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [60] training's f1_score: 0.79558 valid_1's f1_score: 0.79127 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [70] training's f1_score: 0.801107 valid_1's f1_score: 0.787437 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [80] training's f1_score: 0.806376 valid_1's f1_score: 0.78815 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [90] training's f1_score: 0.813415 valid_1's f1_score: 0.786353 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [100] training's f1_score: 0.819923 valid_1's f1_score: 0.786555
[0.7082035306334372, 0.634858812074002, 0.7632729544034977, 0.7592295345104335, 0.7948430493273543]
np.mean(scores)
0.732081576189745
def hard_voting(*y_preds, threshold=0.34):
X = np.column_stack(y_preds)
y_pred = X.mean(axis=1)
y_pred[y_pred >= threshold] = 1
y_pred[y_pred < threshold] = 0
y_pred.astype(np.int)
return y_pred
cv = GroupKFold(n_splits=5)
scores = []
y_preds = []
y_pred_xgb1 = np.zeros(X_test.shape[0])
y_pred_lgbm1 = np.zeros(X_test.shape[0])
y_pred_svc1 = np.zeros(X_test.shape[0])
y_pred_mlp11 = np.zeros(X_test.shape[0])
y_pred_mlp21 = np.zeros(X_test.shape[0])
y_trains = []
for train, val in tqdm(cv.split(X_train, y_train, groups_train)):
dtrain = xgb.DMatrix(X_train[train], label=y_train[train])
bst = xgb.train(param, dtrain, 36)
dval = xgb.DMatrix(X_train[val])
y_pred_xgb = bst.predict(dval)
dtest = xgb.DMatrix(X_test)
y_pred_xgb1 += bst.predict(dtest) / 5
train_set = lgb.Dataset(X_train[train], y_train[train])
val_set = lgb.Dataset(X_train[val], y_train[val])
model = lgb.train(params_lgbm, train_set, verbose_eval=10,
valid_sets=[train_set, val_set], feval=lgbm_f1_score)
y_pred_lgbm = model.predict(X_train[val])
y_pred_lgbm1 += model.predict(X_test) / 5
clf_svc = SVC(C=1.025, probability=True)
clf_svc.fit(X_train[train], y_train[train])
y_pred_svc = clf_svc.predict_proba(X_train[val])[:, 1]
y_pred_svc1 += clf_svc.predict_proba(X_test)[:, 1] /5
mlp_clf1 = MLPClassifier(hidden_layer_sizes=(3, 6), activation='logistic', max_iter=500, random_state=12)
mlp_clf1.fit(X_train[train], y_train[train])
y_pred_mlp1 = mlp_clf1.predict_proba(X_train[val])[:, 1]
y_pred_mlp11 += mlp_clf1.predict_proba(X_test)[:, 1] / 5
mlp_clf2 = MLPClassifier(hidden_layer_sizes=(3, 4), activation='relu', max_iter=500, random_state=12)
mlp_clf2.fit(X_train[train], y_train[train])
y_pred_mlp2 = mlp_clf2.predict_proba(X_train[val])[:, 1]
y_pred_mlp21 += mlp_clf2.predict_proba(X_test)[:, 1] / 5
y_preds.append((y_pred_xgb, y_pred_svc, y_pred_mlp1, y_pred_mlp2, y_pred_lgbm))
y_trains.append(y_train[val])
y_pred = hard_voting(y_pred_xgb, y_pred_svc, y_pred_mlp1, y_pred_mlp2, y_pred_lgbm)
scores.append(f1_score(y_true=y_train[val], y_pred=y_pred))
y_pred = hard_voting(y_pred_xgb1, y_pred_svc1, y_pred_mlp11, y_pred_mlp21, y_pred_lgbm1)
scores
[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002344 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 15135 [LightGBM] [Info] Number of data points in the train set: 9350, number of used features: 69 [LightGBM] [Info] Start training from score 0.308556 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [10] training's f1_score: 0.748587 valid_1's f1_score: 0.623853 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [20] training's f1_score: 0.77188 valid_1's f1_score: 0.65867 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [30] training's f1_score: 0.7777 valid_1's f1_score: 0.660907 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [40] training's f1_score: 0.781821 valid_1's f1_score: 0.660888 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [50] training's f1_score: 0.79005 valid_1's f1_score: 0.673118 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [60] training's f1_score: 0.796935 valid_1's f1_score: 0.673913 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [70] training's f1_score: 0.804041 valid_1's f1_score: 0.666667 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [80] training's f1_score: 0.810153 valid_1's f1_score: 0.672414 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [90] training's f1_score: 0.818624 valid_1's f1_score: 0.680214 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [100] training's f1_score: 0.823243 valid_1's f1_score: 0.678002 [LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002012 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 15219 [LightGBM] [Info] Number of data points in the train set: 9347, number of used features: 69 [LightGBM] [Info] Start training from score 0.305767 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [10] training's f1_score: 0.759744 valid_1's f1_score: 0.570546 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [20] training's f1_score: 0.780505 valid_1's f1_score: 0.594 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [30] training's f1_score: 0.791425 valid_1's f1_score: 0.59481 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [40] training's f1_score: 0.80007 valid_1's f1_score: 0.592885 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [50] training's f1_score: 0.804375 valid_1's f1_score: 0.598612 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [60] training's f1_score: 0.807977 valid_1's f1_score: 0.597222 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [70] training's f1_score: 0.815181 valid_1's f1_score: 0.594433 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [80] training's f1_score: 0.818519 valid_1's f1_score: 0.597815 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [90] training's f1_score: 0.825577 valid_1's f1_score: 0.593407 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [100] training's f1_score: 0.830524 valid_1's f1_score: 0.599401 [LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002013 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 15234 [LightGBM] [Info] Number of data points in the train set: 9376, number of used features: 69 [LightGBM] [Info] Start training from score 0.268878 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [10] training's f1_score: 0.717772 valid_1's f1_score: 0.718937 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [20] training's f1_score: 0.746678 valid_1's f1_score: 0.747915 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [30] training's f1_score: 0.760861 valid_1's f1_score: 0.7426 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [40] training's f1_score: 0.766914 valid_1's f1_score: 0.744423 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [50] training's f1_score: 0.776378 valid_1's f1_score: 0.748568 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [60] training's f1_score: 0.786498 valid_1's f1_score: 0.747604 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [70] training's f1_score: 0.793467 valid_1's f1_score: 0.753181 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [80] training's f1_score: 0.798597 valid_1's f1_score: 0.750476 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [90] training's f1_score: 0.807105 valid_1's f1_score: 0.749045 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [100] training's f1_score: 0.809887 valid_1's f1_score: 0.747604 [LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.002447 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 15212 [LightGBM] [Info] Number of data points in the train set: 9340, number of used features: 69 [LightGBM] [Info] Start training from score 0.293148 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [10] training's f1_score: 0.738834 valid_1's f1_score: 0.719472 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [20] training's f1_score: 0.762298 valid_1's f1_score: 0.740799 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [30] training's f1_score: 0.77122 valid_1's f1_score: 0.738654 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [40] training's f1_score: 0.779699 valid_1's f1_score: 0.738077 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [50] training's f1_score: 0.787947 valid_1's f1_score: 0.736597 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [60] training's f1_score: 0.795407 valid_1's f1_score: 0.735938 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [70] training's f1_score: 0.80068 valid_1's f1_score: 0.732968 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [80] training's f1_score: 0.804455 valid_1's f1_score: 0.731099 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [90] training's f1_score: 0.80619 valid_1's f1_score: 0.734789 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [100] training's f1_score: 0.81172 valid_1's f1_score: 0.735776 [LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.001998 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 15181 [LightGBM] [Info] Number of data points in the train set: 9347, number of used features: 69 [LightGBM] [Info] Start training from score 0.261260 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [10] training's f1_score: 0.710994 valid_1's f1_score: 0.777648 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [20] training's f1_score: 0.738161 valid_1's f1_score: 0.789146 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [30] training's f1_score: 0.754175 valid_1's f1_score: 0.786885 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [40] training's f1_score: 0.765416 valid_1's f1_score: 0.790594 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [50] training's f1_score: 0.774931 valid_1's f1_score: 0.793296 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [60] training's f1_score: 0.782498 valid_1's f1_score: 0.795759 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [70] training's f1_score: 0.78934 valid_1's f1_score: 0.79374 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [80] training's f1_score: 0.794671 valid_1's f1_score: 0.795289 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [90] training's f1_score: 0.797712 valid_1's f1_score: 0.792157 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [100] training's f1_score: 0.804734 valid_1's f1_score: 0.791456
[0.7008086253369272, 0.6321243523316062, 0.7863247863247863, 0.7659574468085106, 0.7925117004680187]
Подбор порога для объявления объекта выбросом
threshold_grid = np.linspace(0.1, 0.8, 50)
scores_voted = []
for threshold in tqdm(threshold_grid):
vot_scores = []
for i, (y_pred_xgb, y_pred_svc, y_pred_mlp1, y_pred_mlp2, y_pred_lgbm) in enumerate(y_preds):
y_voted = hard_voting(y_pred_xgb, y_pred_mlp1, y_pred_mlp2, y_pred_lgbm, threshold=threshold)
vot_scores.append(f1_score(y_trains[i], y_voted))
scores_voted.append(np.mean(vot_scores))
print(f'threshold={threshold_grid[np.argmax(scores_voted)]}\t score={np.max(scores_voted)}')
threshold=0.37142857142857144 score=0.7354906318960802
y_pred = hard_voting(y_pred_xgb1, y_pred_svc1, y_pred_mlp11, y_pred_mlp21, y_pred_lgbm1, threshold=)
y_pred.shape
(16627,)
cv = GroupKFold(n_splits=5)
y_preds = []
dtrain = xgb.DMatrix(X_train, label=y_train)
bst = xgb.train(param, dtrain, 36)
dtest = xgb.DMatrix(X_test)
y_pred_xgb = bst.predict(dtest)
train_set = lgb.Dataset(X_train, y_train)
model = lgb.train(params_lgbm, train_set, verbose_eval=10)
y_pred_lgbm = model.predict(X_test)
clf_svc = SVC(C=1.025, probability=True)
clf_svc.fit(X_train, y_train)
y_pred_svc = clf_svc.predict_proba(X_test)[:, 1]
mlp_clf1 = MLPClassifier(hidden_layer_sizes=(3, 6), activation='logistic', max_iter=500, random_state=12)
mlp_clf1.fit(X_train, y_train)
y_pred_mlp1 = mlp_clf1.predict_proba(X_test)[:, 1]
mlp_clf2 = MLPClassifier(hidden_layer_sizes=(3, 4), activation='relu', max_iter=500, random_state=12)
mlp_clf2.fit(X_train, y_train)
y_pred_mlp2 = mlp_clf2.predict_proba(X_test)[:, 1]
y_preds.append((y_pred_xgb, y_pred_svc, y_pred_mlp1, y_pred_mlp2, y_pred_lgbm))
y_pred = hard_voting(y_pred_xgb, y_pred_svc, y_pred_mlp1, y_pred_mlp2, y_pred_lgbm)
y_pred.shape
[LightGBM] [Warning] Auto-choosing col-wise multi-threading, the overhead of testing was 0.003364 seconds. You can set `force_col_wise=true` to remove the overhead. [LightGBM] [Info] Total Bins 15505 [LightGBM] [Info] Number of data points in the train set: 11690, number of used features: 75 [LightGBM] [Info] Start training from score 0.287511 [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf [LightGBM] [Warning] No further splits with positive gain, best gain: -inf
(16627,)
Предсказание
np.unique(y_pred, return_counts=True)
(array([0., 1.]), array([11136, 5491]))
submission = pd.DataFrame({'pair_id': df_test_groups.pair_id, 'target': y_pred.astype(np.int32)})
submission = submission.set_index(['pair_id'])
submission.head()
| target | |
|---|---|
| pair_id | |
| 11691 | 1 |
| 11692 | 0 |
| 11693 | 1 |
| 11694 | 1 |
| 11695 | 0 |
submission.to_csv('Blending1.csv')
C_grid = np.linspace(0.8, 1.1, 5)
scores = []
for C in C_grid:
cv = GroupKFold(n_splits)
clf_svc = SVC(C=C)
scores.append(np.mean(cross_val_score(clf_svc, X_train, y_train, cv=cv.split(X_train, y_train, groups_train), scoring='f1', n_jobs=-1)))
print(f'C={C}\tscore={scores[-1]}')
C=0.8 score=0.7174832144875063 C=0.875 score=0.7182516378923312 C=0.9500000000000001 score=0.7194146580971507 C=1.0250000000000001 score=0.7195153743475619 C=1.1 score=0.7191145266911378
C = C_grid[np.argmax(scores)]
C
1.188888888888889
clf_svc = SVC(C=1.025)
cv = GroupKFold(n_splits)
for train, val in cv.split(X_train, y_train, groups_train):
clf_svc.fit(X_train[train], y_train[train])
y_pred = clf_svc.predict(X_train[val])
print(f1_score(y_true=y_train[val], y_pred=y_pred))
0.6913319238900635 0.6167846309403437 0.749519538757207 0.7516447368421052 0.7882960413080895
def calc_rate_matrix(y_pred1, y_pred2, y_true):
ret = np.zeros((2, 2), dtype=np.int)
ret[0, 0] = np.sum((y_pred1 == y_pred2) & (y_pred1 == y_true))
ret[0, 1] = np.sum((y_pred1 == y_true) & (y_pred2 != y_true))
ret[1, 0] = np.sum((y_pred2 == y_true) & (y_pred1 != y_true))
ret[1, 1] = np.sum((y_pred1 != y_true) & (y_pred2 != y_true))
return ret
clf_svc = SVC(C=C)
cv = GroupKFold(n_splits)
for train, val in cv.split(X_train, y_train, groups_train):
clf_svc.fit(X_train[train], y_train[train])
dtrain = xgb.DMatrix(X_train[train], label=y_train[train])
bst = xgb.train(param, dtrain, 43)
dval = xgb.DMatrix(X_train[val])
y_xgb = bst.predict(dval)
threshold = 0.37
y_xgb[y_xgb >= threshold] = 1
y_xgb[y_xgb < threshold] = 0
y_xgb = y_xgb.astype(np.int)
y_svc = clf_svc.predict(X_train[val])
print(calc_rate_matrix(y_xgb, y_svc, y_train[val]))
[[1925 89] [ 115 211]] [[1845 98] [ 111 289]] [[1819 117] [ 91 287]] [[1923 82] [ 106 239]] [[1860 105] [ 101 277]]
clf_svc = SVC(C=C)
clf_logreg = LogisticRegression(C=0.91116276, max_iter=500)
cv = GroupKFold(n_splits)
for train, val in cv.split(X_train, y_train, groups_train):
clf_svc.fit(X_train[train], y_train[train])
clf_logreg.fit(X_train[train], y_train[train])
y_logreg = clf_logreg.predict(X_train[val])
y_svc = clf_svc.predict(X_train[val])
print(calc_rate_matrix(y_logreg, y_svc, y_train[val]))
[[1931 80] [ 109 220]] [[1848 60] [ 108 327]] [[1801 70] [ 109 334]] [[1927 62] [ 102 259]] [[1852 82] [ 109 300]]
clf_logreg = LogisticRegression(C=0.91116276, max_iter=500)
cv = GroupKFold(n_splits)
for train, val in cv.split(X_train, y_train, groups_train):
clf_logreg.fit(X_train[train], y_train[train])
dtrain = xgb.DMatrix(X_train[train], label=y_train[train])
bst = xgb.train(param, dtrain, 43)
dval = xgb.DMatrix(X_train[val])
y_xgb = bst.predict(dval)
threshold = 0.37
y_xgb[y_xgb >= threshold] = 1
y_xgb[y_xgb < threshold] = 0
y_xgb = y_xgb.astype(np.int)
y_logreg = clf_logreg.predict(X_train[val])
print(calc_rate_matrix(y_xgb, y_logreg, y_train[val]))
[[1861 153] [ 150 176]] [[1793 150] [ 115 285]] [[1762 174] [ 109 269]] [[1850 155] [ 139 206]] [[1802 163] [ 132 246]]
Работало плохо почти во всех случаях
def simple_voting(*y_preds):
def vote(x):
counts = np.unique(x, return_counts=True)
return counts[0][np.argmax(counts[1])]
X = np.column_stack(y_preds)
return np.apply_along_axis(vote, axis=1, arr=X)
clf_logreg = LogisticRegression(C=0.91116276, max_iter=500)
clf_svc = SVC(C=C)
cv = GroupKFold(n_splits)
xgb_scores = []
vot_scores = []
for train, val in cv.split(X_train, y_train, groups_train):
clf_logreg.fit(X_train[train], y_train[train])
clf_svc.fit(X_train[train], y_train[train])
dtrain = xgb.DMatrix(X_train[train], label=y_train[train])
bst = xgb.train(param, dtrain, 43)
dval = xgb.DMatrix(X_train[val])
y_xgb = bst.predict(dval)
threshold = 0.37
y_xgb[y_xgb >= threshold] = 1
y_xgb[y_xgb < threshold] = 0
y_xgb = y_xgb.astype(np.int)
y_logreg = clf_logreg.predict(X_train[val])
y_svc = clf_svc.predict(X_train[val])
y_voted = simple_voting(y_svc, y_xgb, y_logreg)
print(calc_rate_matrix(y_xgb, y_voted, y_train[val]))
print(f'xbg_score: \t{f1_score(y_train[val], y_xgb)}')
print(f'voted_score: \t{f1_score(y_train[val], y_voted)}')
xgb_scores.append(f1_score(y_train[val], y_xgb))
vot_scores.append(f1_score(y_train[val], y_voted))
(2340, 3) [[1954 60] [ 99 227]] xbg_score: 0.6953271028037384 voted_score: 0.6890574214517876 (2343, 3) [[1867 76] [ 77 323]] xbg_score: 0.6428571428571428 voted_score: 0.5957446808510638 (2314, 3) [[1849 87] [ 69 309]] xbg_score: 0.7835051546391752 voted_score: 0.7531172069825437 (2350, 3) [[1940 65] [ 94 251]] xbg_score: 0.7516198704103672 voted_score: 0.7443365695792881 (2343, 3) [[1888 77] [ 78 300]] xbg_score: 0.8033298647242455 voted_score: 0.787366046249295
это используется в блендинге
def hard_voting(*y_preds, threshold=0.5):
X = np.column_stack(y_preds)
y_pred = X.max(axis=1)
y_pred[y_pred >= threshold] = 1
y_pred[y_pred < threshold] = 0
y_pred.astype(np.int)
return y_pred
#clf_logreg = LogisticRegression(C=0.91116276, max_iter=500)
clf_svc = SVC(C=C, probability=True)
cv = GroupKFold(n_splits)
xgb_scores = []
vot_scores = []
for train, val in cv.split(X_train, y_train, groups_train):
#clf_logreg.fit(X_train[train], y_train[train])
clf_svc.fit(X_train[train], y_train[train])
dtrain = xgb.DMatrix(X_train[train], label=y_train[train])
bst = xgb.train(param, dtrain, 43)
dval = xgb.DMatrix(X_train[val])
y_xgb = bst.predict(dval)
#y_logreg = clf_logreg.predict_proba(X_train[val])
y_svc = clf_svc.predict_proba(X_train[val])
y_voted = hard_voting(y_svc[:, 1], y_xgb, threshold=0.36)
threshold = 0.37
y_xgb_ = np.array(y_xgb)
y_xgb_[y_xgb >= threshold] = 1
y_xgb_[y_xgb < threshold] = 0
y_xgb_ = y_xgb_.astype(np.int)
print(calc_rate_matrix(y_xgb_, y_voted, y_train[val]))
print(f'xbg_score: \t{f1_score(y_train[val], y_xgb_)}')
print(f'voted_score: \t{f1_score(y_train[val], y_voted)}')
xgb_scores.append(f1_score(y_train[val], y_xgb_))
vot_scores.append(f1_score(y_train[val], y_voted))
[[1960 54] [ 12 314]] xbg_score: 0.6953271028037384 voted_score: 0.676056338028169 [[1915 28] [ 16 384]] xbg_score: 0.6428571428571428 voted_score: 0.6460481099656358 [[1927 9] [ 21 357]] xbg_score: 0.7835051546391752 voted_score: 0.7939189189189189 [[1987 18] [ 8 337]] xbg_score: 0.7516198704103672 voted_score: 0.7491166077738516 [[1938 27] [ 26 352]] xbg_score: 0.8033298647242455 voted_score: 0.808101265822785
print(f'xgb mean score: {np.mean(xgb_scores)}')
print(f'voted mean score: {np.mean(vot_scores)}')
xgb mean score: 0.7353278270869339 voted mean score: 0.734648248101872
Подбор порога
threshold_grid = np.linspace(0.3, 0.8, 50)
scores_voted = []
for threshold in tqdm(threshold_grid):
clf_svc = SVC(C=C, probability=True)
cv = GroupKFold(n_splits)
xgb_scores = []
vot_scores = []
for train, val in cv.split(X_train, y_train, groups_train):
#clf_logreg.fit(X_train[train], y_train[train])
clf_svc.fit(X_train[train], y_train[train])
dtrain = xgb.DMatrix(X_train[train], label=y_train[train])
bst = xgb.train(param, dtrain, 43)
dval = xgb.DMatrix(X_train[val])
y_xgb = bst.predict(dval)
#y_logreg = clf_logreg.predict_proba(X_train[val])
y_svc = clf_svc.predict_proba(X_train[val])
y_voted = hard_voting(y_svc[:, 1], y_xgb, threshold=threshold)
threshold = 0.37
y_xgb_ = np.array(y_xgb)
y_xgb_[y_xgb >= threshold] = 1
y_xgb_[y_xgb < threshold] = 0
y_xgb_ = y_xgb_.astype(np.int)
#print(calc_rate_matrix(y_xgb_, y_voted, y_train[val]))
#print(f'xbg_score: \t{f1_score(y_train[val], y_xgb_)}')
#print(f'voted_score: \t{f1_score(y_train[val], y_voted)}')
xgb_scores.append(f1_score(y_train[val], y_xgb_))
vot_scores.append(f1_score(y_train[val], y_voted))
scores_voted.append(np.mean(vot_scores))
print(threshold_grid[np.argmax(scores_voted)], np.max(scores_voted))
0.47346938775510206 0.7383746004368354
scores_voted
[0.730118633850706, 0.729887040316342, 0.7311972154390327, 0.7317506677249945, 0.732317975626783, 0.7331307438671264, 0.7340861403428974, 0.7353219656674248, 0.7348493532280624, 0.7347557438671265, 0.7360342346824049, 0.7353138834020101, 0.7358662254535286, 0.7366736044210901, 0.737022540361771, 0.7377321218198822, 0.7377825561809297, 0.7383746004368354, 0.7372329012275325, 0.7379754563927937, 0.7369451299233178, 0.7372820596566001, 0.7372008982867218, 0.7378300172793976, 0.7369263261569265, 0.7366262158759079, 0.736214307403038, 0.7359366539670154, 0.7355270443155568, 0.7352529190083693, 0.7345271724385549, 0.7340837070431908, 0.733330831177953, 0.7317757203653639, 0.730353377003221, 0.7295341869808988, 0.729033186569177, 0.7288528312457672, 0.7271871164161461, 0.7261411218101251, 0.7255099912051687, 0.725731904469385, 0.723121226100629, 0.722893674901609, 0.7222317490551939, 0.7207452726629379, 0.719340073216396, 0.7166561476356325, 0.7156477164905987, 0.7127253150981085]
k_grid = np.arange(55, 70, 1)
scores = []
for k in tqdm(k_grid):
knn_clf = KNeighborsClassifier(n_neighbors=k, n_jobs=-1, weights='distance')
cv = GroupKFold(n_splits=n_splits)
cv_gen = cv.split(X_train, y_train, groups_train)
scores.append(np.mean(cross_val_score(knn_clf, X_train, y_train, groups=groups_train, cv=cv_gen, scoring='f1', n_jobs=-1)))
print('k={0} score={1}'.format(k, scores[-1]))
print(f'max_score: {np.max(scores)}\t k={k_grid[np.argmax(scores)]}')
k=55 score=0.6862633785164439 k=56 score=0.6863696012027215 k=57 score=0.6863316800114685 k=58 score=0.6854498681916608 k=59 score=0.6841409660884437 k=60 score=0.6878176941718016 k=61 score=0.6869351292437946 k=62 score=0.6874750136756196 k=63 score=0.6860360590833265 k=64 score=0.6866056515744242 k=65 score=0.6858975744909944 k=66 score=0.6853423086433235 k=67 score=0.6864249713552942 k=68 score=0.6868449400378189 k=69 score=0.6857136135812935 max_score: 0.6878176941718016 k=60
scores = []
# mlp_clf1 = MLPClassifier(hidden_layer_sizes=(5, 3), activation='tanh', max_iter=500, random_state=12)
mlp_clf2 = MLPClassifier(hidden_layer_sizes=(3, 6), activation='logistic', max_iter=500, random_state=12) #4 7
mlp_clf3 = MLPClassifier(hidden_layer_sizes=(3, 4), activation='relu', max_iter=500, random_state=12) #3 2
# cv = GroupKFold(n_splits=n_splits)
# cv_gen = cv.split(X_train, y_train, groups_train)
# score = cross_val_score(mlp_clf1, X_train, y_train, groups=groups_train, cv=cv_gen, scoring='f1', n_jobs=-1)
# print(score)
# scores.append(np.mean(score))
cv = GroupKFold(n_splits=n_splits)
cv_gen = cv.split(X_train, y_train, groups_train)
score = cross_val_score(mlp_clf2, X_train, y_train, groups=groups_train, cv=cv_gen, scoring='f1', n_jobs=-1)
print(score)
scores.append(np.mean(score))
cv = GroupKFold(n_splits=n_splits)
cv_gen = cv.split(X_train, y_train, groups_train)
score = cross_val_score(mlp_clf3, X_train, y_train, groups=groups_train, cv=cv_gen, scoring='f1', n_jobs=-1)
print(score)
scores.append(np.mean(score))
scores
[0.68032787 0.6381323 0.75844806 0.74778405 0.79077615] [0.68186323 0.6411215 0.77684964 0.7566719 0.78973239]
[0.7230936845506347, 0.7292477308913143]
Подбор параметров
scores = {'tanh': [],
'logistic': [],
'relu': []}
a_grid = np.arange(2, 12)
b_grid = np.arange(2, 12)
for a in tqdm(a_grid):
for b in b_grid:
mlp_clf1 = MLPClassifier(hidden_layer_sizes=(a, b), activation='tanh', max_iter=500, random_state=12)
mlp_clf2 = MLPClassifier(hidden_layer_sizes=(a, b), activation='logistic', max_iter=500, random_state=12)
mlp_clf3 = MLPClassifier(hidden_layer_sizes=(a, b), activation='relu', max_iter=500, random_state=12)
cv = GroupKFold(n_splits=n_splits)
cv_gen = cv.split(X_train, y_train, groups_train)
score = cross_val_score(mlp_clf1, X_train, y_train, groups=groups_train, cv=cv_gen, scoring='f1', n_jobs=-1)
scores['tanh'].append((a, b, np.mean(score)))
cv = GroupKFold(n_splits=n_splits)
cv_gen = cv.split(X_train, y_train, groups_train)
score = cross_val_score(mlp_clf2, X_train, y_train, groups=groups_train, cv=cv_gen, scoring='f1', n_jobs=-1)
scores['logistic'].append((a, b, np.mean(score)))
cv = GroupKFold(n_splits=n_splits)
cv_gen = cv.split(X_train, y_train, groups_train)
score = cross_val_score(mlp_clf3, X_train, y_train, groups=groups_train, cv=cv_gen, scoring='f1', n_jobs=-1)
scores['relu'].append((a, b, np.mean(score)))
scores
{'tanh': [(2, 2, 0.6943962871930374),
(2, 3, 0.6903965727813665),
(2, 4, 0.6977752320571178),
(2, 5, 0.6994285234220813),
(2, 6, 0.696953036403162),
(2, 7, 0.6999099876211845),
(2, 8, 0.69634139481624),
(2, 9, 0.6961003770518255),
(2, 10, 0.7002963538932977),
(2, 11, 0.6880099679293228),
(3, 2, 0.7036040827277505),
(3, 3, 0.7034084107982557),
(3, 4, 0.6954410642640629),
(3, 5, 0.6886387070863592),
(3, 6, 0.706621624689636),
(3, 7, 0.6965633304075943),
(3, 8, 0.7064025710633073),
(3, 9, 0.6967540568740473),
(3, 10, 0.6972282951473148),
(3, 11, 0.7017790520123665),
(4, 2, 0.696189202508066),
(4, 3, 0.7076033137303573),
(4, 4, 0.704788326204531),
(4, 5, 0.7036442156208276),
(4, 6, 0.7022229646924354),
(4, 7, 0.689926817213115),
(4, 8, 0.6937433045845537),
(4, 9, 0.6968161971324152),
(4, 10, 0.7007018713877395),
(4, 11, 0.7002761972618126),
(5, 2, 0.7014195113208161),
(5, 3, 0.693571125534012),
(5, 4, 0.6906441235030701),
(5, 5, 0.7064614601044326),
(5, 6, 0.7098254948255918),
(5, 7, 0.6967062947213145),
(5, 8, 0.690981642016706),
(5, 9, 0.6924121956257453),
(5, 10, 0.7070970174428302),
(5, 11, 0.7018642651468002),
(6, 2, 0.6948245075393722),
(6, 3, 0.7013465932648183),
(6, 4, 0.6998787759597038),
(6, 5, 0.6941903160139186),
(6, 6, 0.7016923655182362),
(6, 7, 0.7017307033643776),
(6, 8, 0.6974405133670953),
(6, 9, 0.6996184272773578),
(6, 10, 0.7002248077458647),
(6, 11, 0.6965980176032784),
(7, 2, 0.6988357301792651),
(7, 3, 0.6978760209551059),
(7, 4, 0.69972342237836),
(7, 5, 0.6994446759153563),
(7, 6, 0.7069976940410573),
(7, 7, 0.6966198615191449),
(7, 8, 0.6964093387995957),
(7, 9, 0.6997712792845796),
(7, 10, 0.6981246258316595),
(7, 11, 0.7018864949747671),
(8, 2, 0.693296031420437),
(8, 3, 0.6953463538711776),
(8, 4, 0.705469106178548),
(8, 5, 0.6899667883514239),
(8, 6, 0.6988599928076243),
(8, 7, 0.7045061176411865),
(8, 8, 0.7003413603966283),
(8, 9, 0.7099817634690601),
(8, 10, 0.6959896611477413),
(8, 11, 0.6967662078929008),
(9, 2, 0.6962100208213711),
(9, 3, 0.6996583695223564),
(9, 4, 0.6983592033899713),
(9, 5, 0.7072539424814497),
(9, 6, 0.7069746551266693),
(9, 7, 0.6999562170474886),
(9, 8, 0.7034155519086337),
(9, 9, 0.6936395754288502),
(9, 10, 0.7049255629013995),
(9, 11, 0.7046240130175554),
(10, 2, 0.6956084347115784),
(10, 3, 0.6932561819766216),
(10, 4, 0.6965821740273772),
(10, 5, 0.6936249675119998),
(10, 6, 0.701984135009446),
(10, 7, 0.7023078547693766),
(10, 8, 0.7004070146169127),
(10, 9, 0.6997490635860173),
(10, 10, 0.6967284056729722),
(10, 11, 0.6981550205001487),
(11, 2, 0.6920881530516576),
(11, 3, 0.7000960111641413),
(11, 4, 0.6937280109881514),
(11, 5, 0.6868775749990499),
(11, 6, 0.7025329202604738),
(11, 7, 0.7041903888380011),
(11, 8, 0.694590030647311),
(11, 9, 0.6993340577158238),
(11, 10, 0.6936481292358387),
(11, 11, 0.697562169700477)],
'logistic': [(2, 2, 0.7029391894128869),
(2, 3, 0.7067082564148658),
(2, 4, 0.692556304182442),
(2, 5, 0.7003685367852917),
(2, 6, 0.7000093282510992),
(2, 7, 0.7020597518161121),
(2, 8, 0.6970694502119781),
(2, 9, 0.6932675278522995),
(2, 10, 0.702076524484279),
(2, 11, 0.6978242950276905),
(3, 2, 0.6983199673285088),
(3, 3, 0.7094527421403336),
(3, 4, 0.7000426062286806),
(3, 5, 0.7024809463632071),
(3, 6, 0.704459857473436),
(3, 7, 0.7010192602246583),
(3, 8, 0.6984116096749694),
(3, 9, 0.7016347050327333),
(3, 10, 0.7000844625385498),
(3, 11, 0.7000722585522763),
(4, 2, 0.7104736713169725),
(4, 3, 0.7019264842373643),
(4, 4, 0.7048629548047308),
(4, 5, 0.7083448801683506),
(4, 6, 0.7069190699581547),
(4, 7, 0.7116284435888167),
(4, 8, 0.704456661240352),
(4, 9, 0.7015232088152054),
(4, 10, 0.7021339354443397),
(4, 11, 0.6938393724246925),
(5, 2, 0.7053010728371127),
(5, 3, 0.7087084998284903),
(5, 4, 0.701115197841261),
(5, 5, 0.7045812929785489),
(5, 6, 0.7003644652298588),
(5, 7, 0.7035083881577285),
(5, 8, 0.7032810592272338),
(5, 9, 0.7066571366814728),
(5, 10, 0.7062802521099769),
(5, 11, 0.7061368907658),
(6, 2, 0.7033836734083507),
(6, 3, 0.7048803746895087),
(6, 4, 0.7041232893330551),
(6, 5, 0.7039936034599721),
(6, 6, 0.6991051673686515),
(6, 7, 0.6998379865668948),
(6, 8, 0.6996113661976181),
(6, 9, 0.7012911909514645),
(6, 10, 0.6953297282069515),
(6, 11, 0.6982338876230194),
(7, 2, 0.7089835780391069),
(7, 3, 0.701969701739095),
(7, 4, 0.7064853113272004),
(7, 5, 0.695668647168681),
(7, 6, 0.7025349352209701),
(7, 7, 0.7038787387016491),
(7, 8, 0.7034106020311957),
(7, 9, 0.694810600979705),
(7, 10, 0.7077409787282376),
(7, 11, 0.7040578606568919),
(8, 2, 0.709134790578054),
(8, 3, 0.7096974360883896),
(8, 4, 0.7022120655959692),
(8, 5, 0.7057451672870092),
(8, 6, 0.6970203110313189),
(8, 7, 0.7078705879965588),
(8, 8, 0.7055348368274722),
(8, 9, 0.704579303798852),
(8, 10, 0.699382286024635),
(8, 11, 0.702223383840266),
(9, 2, 0.6965201983006144),
(9, 3, 0.7046345326644318),
(9, 4, 0.7063520795704813),
(9, 5, 0.7038852137760113),
(9, 6, 0.7021551328549128),
(9, 7, 0.6964579271478524),
(9, 8, 0.7056711478808073),
(9, 9, 0.7049960087609861),
(9, 10, 0.701118188076324),
(9, 11, 0.7028643665199239),
(10, 2, 0.6975896278152506),
(10, 3, 0.7014987564412547),
(10, 4, 0.7073096029269665),
(10, 5, 0.6955540611225539),
(10, 6, 0.7044553776818926),
(10, 7, 0.702158942102858),
(10, 8, 0.6989498843882908),
(10, 9, 0.7025385992797212),
(10, 10, 0.7035136896676076),
(10, 11, 0.7029810395572674),
(11, 2, 0.6996485919988356),
(11, 3, 0.7042523380492025),
(11, 4, 0.7052895658812425),
(11, 5, 0.7068067287841051),
(11, 6, 0.6983224451364715),
(11, 7, 0.6967470734524909),
(11, 8, 0.7043338626659759),
(11, 9, 0.7057637447575729),
(11, 10, 0.6987338393484461),
(11, 11, 0.7062025742149841)],
'relu': [(2, 2, 0.6736796012446187),
(2, 3, 0.7056178969867292),
(2, 4, 0.675156911564399),
(2, 5, 0.6916202790546897),
(2, 6, 0.7072720270085614),
(2, 7, 0.7068226549920669),
(2, 8, 0.7047802967093236),
(2, 9, 0.6769600267562782),
(2, 10, 0.7077150487527281),
(2, 11, 0.7107478509858571),
(3, 2, 0.720866552615297),
(3, 3, 0.7200753166700349),
(3, 4, 0.7103756684584662),
(3, 5, 0.7179543335757994),
(3, 6, 0.7140822947877302),
(3, 7, 0.7125065036322071),
(3, 8, 0.7163134179106316),
(3, 9, 0.7001728472022707),
(3, 10, 0.7105818375481279),
(3, 11, 0.7011379631326449),
(4, 2, 0.7140044965906626),
(4, 3, 0.7015437925136377),
(4, 4, 0.6961449930460561),
(4, 5, 0.7040310920037681),
(4, 6, 0.7075427200061168),
(4, 7, 0.707751193833018),
(4, 8, 0.70566795040201),
(4, 9, 0.6957567155368369),
(4, 10, 0.6927692164024235),
(4, 11, 0.7145308618662651),
(5, 2, 0.7025642489084502),
(5, 3, 0.7063533568251091),
(5, 4, 0.7116428886421478),
(5, 5, 0.7040593088299646),
(5, 6, 0.7139500065991766),
(5, 7, 0.7102299498372426),
(5, 8, 0.7024653536714135),
(5, 9, 0.7007519619553209),
(5, 10, 0.7001384920925986),
(5, 11, 0.7042610459463078),
(6, 2, 0.693583853726105),
(6, 3, 0.7021922369932637),
(6, 4, 0.7048469723698035),
(6, 5, 0.7042856422049233),
(6, 6, 0.7056142774552747),
(6, 7, 0.7080624218665517),
(6, 8, 0.704361975253778),
(6, 9, 0.7046260807564965),
(6, 10, 0.7130125450784817),
(6, 11, 0.71340080568652),
(7, 2, 0.7000648987248403),
(7, 3, 0.697540488159275),
(7, 4, 0.7070575865159585),
(7, 5, 0.7064726602711022),
(7, 6, 0.6981173043350235),
(7, 7, 0.695530625901876),
(7, 8, 0.6956234371631453),
(7, 9, 0.6924701861756544),
(7, 10, 0.7026137662047287),
(7, 11, 0.6946688269954254),
(8, 2, 0.7004266854964465),
(8, 3, 0.7069538227818115),
(8, 4, 0.7064370718655267),
(8, 5, 0.6973759148134531),
(8, 6, 0.7066325705386436),
(8, 7, 0.6976031510571747),
(8, 8, 0.7050922776616033),
(8, 9, 0.698351944013569),
(8, 10, 0.7016884584378809),
(8, 11, 0.7056685458806653),
(9, 2, 0.7041772783168052),
(9, 3, 0.6980888441031693),
(9, 4, 0.7048793601505672),
(9, 5, 0.7037987885677234),
(9, 6, 0.7021012548175526),
(9, 7, 0.7000482705395276),
(9, 8, 0.6933445648392265),
(9, 9, 0.6957733656965714),
(9, 10, 0.7014005631613901),
(9, 11, 0.7037774036953989),
(10, 2, 0.7025748762641941),
(10, 3, 0.7047082372678074),
(10, 4, 0.7086604087194479),
(10, 5, 0.7055441309256409),
(10, 6, 0.7086650582505175),
(10, 7, 0.7050374052434311),
(10, 8, 0.6970723396209303),
(10, 9, 0.7037436722225701),
(10, 10, 0.7021535587968112),
(10, 11, 0.6931860583821499),
(11, 2, 0.7016883527494091),
(11, 3, 0.697669776274653),
(11, 4, 0.7012214735493155),
(11, 5, 0.6978622736835263),
(11, 6, 0.7083058594158439),
(11, 7, 0.7049640882970989),
(11, 8, 0.701092844445572),
(11, 9, 0.6960603144760568),
(11, 10, 0.701447655088085),
(11, 11, 0.6980043361354497)]}
for f_activation in scores:
best_a = scores[f_activation][0][0]
best_b = scores[f_activation][0][1]
best_score = scores[f_activation][0][2]
for a, b, score in scores[f_activation]:
if score > best_score:
best_a = a
best_b = b
best_score = score
print(f'score={best_score}\tf_activation=\'{f_activation}\'\ta={best_a}\tb={best_b}')
score=0.7099817634690601 f_activation='tanh' a=8 b=9 score=0.7116284435888167 f_activation='logistic' a=4 b=7 score=0.720866552615297 f_activation='relu' a=3 b=2